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- ---
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ ---
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+
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+ # EXPLORE-Bench: Egocentric Scene Prediction with Long-Horizon Reasoning
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+
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+ <div align=left>
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+
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+ [![arXiv preprint](https://img.shields.io/badge/arxiv-2603.09731-ECA8A7?logo=arxiv)](https://arxiv.org/abs/2603.09731)
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+ [![GitHub](https://img.shields.io/badge/%20Git%20Hub-Code-yellow)](https://github.com/JackYu6/EXPLORE-Bench)
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+ [![Project Page](https://img.shields.io/badge/🌐%20Project-Page-9DC3E6)](https://jackyu6.github.io/EXPLORE-Page/)
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+ [
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+ {
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+ "start_frame": "1-study_room-1-abnormal-start.jpg",
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+ "atomic_actions": "C flips open the book with a blue, white, and gray cover using his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C closes the book with his right hand| C flips open the blue-covered book under the tissue package with his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C closes the book with his right hand| C pulls the book with an orange-and-white cover out from under the bottle and the milk carton with his right hand| C puts the book on the table| C flips open the book with his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C closes the book with his right hand",
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+ "end_frame_info": [
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+ {
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+ "category": "book",
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+ "description": "blue, white, and gray book with a tree pattern on the cover, titled \"心理学基础 第2版\"",
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+ "relation": [
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+ "book on table",
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+ "book under orange and white book",
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+ "book next to large blue-covered book"
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+ ]
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+ },
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+ {
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+ "category": "book",
17
+ "description": "large blue-covered book with a yellow and white spine, featuring a silhouette of a person climbing",
18
+ "relation": [
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+ "book on table",
20
+ "book next to tissue package"
21
+ ]
22
+ },
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+ {
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+ "category": "book",
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+ "description": "orange and white book",
26
+ "relation": [
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+ "book on table"
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+ ]
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+ },
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+ {
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+ "category": "tissue package",
32
+ "description": "purple rectangular tissue package with white text and logo, partially open with white tissue paper pulled out",
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+ "relation": [
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+ "tissue package on table",
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+ "tissue package next to milk carton"
36
+ ],
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+ "key_state": "The tissue package is on the table."
38
+ },
39
+ {
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+ "category": "milk carton",
41
+ "description": "small white and green rectangular milk carton labeled \"高钙牛奶\", lying horizontally",
42
+ "relation": [
43
+ "milk carton on table",
44
+ "milk carton next to bottle"
45
+ ],
46
+ "key_state": "The milk carton lies horizontally on the table."
47
+ },
48
+ {
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+ "category": "bottle",
50
+ "description": "transparent plastic water bottle with a red cap, lying horizontally, partially filled",
51
+ "relation": [
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+ "bottle on table",
53
+ "bottle next to orange and white book"
54
+ ],
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+ "key_state": "The bottle lies horizontally on the table."
56
+ },
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+ {
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+ "category": "table",
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+ "description": "round wooden table with a light brown finish and visible wood grain, supported by four wooden legs",
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+ "relation": [
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+ "table on floor"
62
+ ]
63
+ },
64
+ {
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+ "category": "curtain",
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+ "description": "light blue fabric curtain with a smooth texture, hanging vertically in the background",
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+ "relation": [
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+ "curtain behind table"
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+ ]
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+ },
71
+ {
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+ "category": "wall",
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+ "description": "light beige textured wall with a vertical black strip",
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+ "relation": [
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+ "wall behind table"
76
+ ]
77
+ },
78
+ {
79
+ "category": "floor",
80
+ "description": "light gray tiled floor with visible grout lines, smooth surface",
81
+ "relation": []
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+ }
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+ ]
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+ },
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+ {
86
+ "start_frame": "1-study_room-2-abnormal-start.jpg",
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+ "atomic_actions": "C pulls out the book with a blue, white, and gray cover using his right hand| C puts the book on the table| C flips open the book with his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C closes the book with his right hand| C pulls out the blue-covered book with his right hand| C puts the book on the table| C flips open the book with his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C closes the book with his right hand| C puts the book on the book with a blue, white, and gray cover using his right hand| C picks up the book with an orange-and-white cover using his right hand| C puts the book on the blue-covered book| C flips open the book with his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C closes the book with his right hand",
88
+ "end_frame_info": [
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+ {
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+ "category": "book",
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+ "description": "orange and white book",
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+ "relation": [
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+ "book on large blue-covered book"
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+ ]
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+ },
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+ {
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+ "category": "book",
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+ "description": "large blue-covered book with a visible yellow and white spine",
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+ "relation": [
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+ "book on blue, white, and gray book"
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+ ]
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+ },
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+ {
104
+ "category": "book",
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+ "description": "blue, white, and gray book with a visible spine",
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+ "relation": [
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+ "book on table"
108
+ ]
109
+ },
110
+ {
111
+ "category": "milk carton",
112
+ "description": "small white and green rectangular milk carton, lying horizontally",
113
+ "relation": [
114
+ "milk carton on table",
115
+ "milk carton next to bottle"
116
+ ],
117
+ "key_state": "The milk carton lies horizontally on the table."
118
+ },
119
+ {
120
+ "category": "bottle",
121
+ "description": "transparent plastic water bottle with a red cap, lying horizontally",
122
+ "relation": [
123
+ "bottle on table",
124
+ "bottle next to milk carton",
125
+ "bottle next to tissue package"
126
+ ],
127
+ "key_state": "The bottle lies horizontally on the table."
128
+ },
129
+ {
130
+ "category": "tissue package",
131
+ "description": "purple rectangular tissue package, lying on its side",
132
+ "relation": [
133
+ "tissue package on table",
134
+ "tissue package next to bottle"
135
+ ],
136
+ "key_state": "The tissue package lies on its side on the table."
137
+ },
138
+ {
139
+ "category": "table",
140
+ "description": "round wooden table with light wood grain pattern and visible knots",
141
+ "relation": [
142
+ "table on floor"
143
+ ]
144
+ },
145
+ {
146
+ "category": "curtain",
147
+ "description": "light blue fabric curtain with a smooth texture, hanging vertically in the background",
148
+ "relation": [
149
+ "curtain behind table"
150
+ ]
151
+ },
152
+ {
153
+ "category": "wall",
154
+ "description": "light beige textured wall with a vertical black strip",
155
+ "relation": [
156
+ "wall behind table"
157
+ ]
158
+ },
159
+ {
160
+ "category": "floor",
161
+ "description": "light gray tiled floor with visible grout lines, smooth surface",
162
+ "relation": []
163
+ }
164
+ ]
165
+ },
166
+ {
167
+ "start_frame": "1-dining_room-3-abnormal-start.jpg",
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+ "atomic_actions": "C draws a tissue from the tissue package with his right hand| C wipes the tablecloth with the tissue| C kneads the tissue with his right hand| C picks up the lunch box with his right hand| C places the lunch box on the tablecloth| C picks up the spoon with his right hand| C places the spoon on the lunch box| C picks up the snack bag with his right hand| C puts the snack bag between the lunch box and the bottle pyramid| C picks up the milk carton with his right hand| C puts the milk carton on the right side of the bottle pyramid| C picks up the tissue package with his right hand| C puts the tissue package in front of the bottle pyramid| C picks up the bottle in the lower right corner of the bottle pyramid with his right hand| C puts the bottle next to the tissue package",
169
+ "end_frame_info": [
170
+ {
171
+ "category": "table",
172
+ "description": "round wooden table with light brown legs",
173
+ "relation": [
174
+ "table on floor",
175
+ "table covered by tablecloth"
176
+ ]
177
+ },
178
+ {
179
+ "category": "tablecloth",
180
+ "description": "light green fabric tablecloth with white grid pattern, slightly wrinkled and hanging down the sides",
181
+ "relation": []
182
+ },
183
+ {
184
+ "category": "bottle",
185
+ "description": "transparent plastic water bottle with red cap and white and red label featuring green logo and white text, standing upright, filled with clear liquid",
186
+ "relation": [
187
+ "bottle on tablecloth",
188
+ "bottle next to snack bag",
189
+ "bottle next to bottle",
190
+ "bottle next to tissue package",
191
+ "bottle next to milk carton"
192
+ ]
193
+ },
194
+ {
195
+ "category": "bottle",
196
+ "description": "transparent plastic water bottle with red cap and white and red label featuring green mountain logo and white text, standing upright, filled with clear liquid",
197
+ "relation": [
198
+ "bottle on tablecloth",
199
+ "bottle next to bottle",
200
+ "bottle next to tissue package",
201
+ "bottle next to milk carton"
202
+ ]
203
+ },
204
+ {
205
+ "category": "bottle",
206
+ "description": "transparent plastic water bottle with a red cap, lying horizontally, partially filled",
207
+ "relation": [
208
+ "bottle on tablecloth",
209
+ "bottle next to bottle",
210
+ "bottle next to milk carton"
211
+ ],
212
+ "key_state": "The bottle without label lies horizontally on the tablecloth."
213
+ },
214
+ {
215
+ "category": "milk carton",
216
+ "description": "white and green rectangular milk carton, standing upright",
217
+ "relation": [
218
+ "milk carton on tablecloth",
219
+ "milk carton next to bottle"
220
+ ]
221
+ },
222
+ {
223
+ "category": "tissue package",
224
+ "description": "purple rectangular tissue package with white text and logo, partially open with white tissue paper pulled out",
225
+ "relation": [
226
+ "tissue package on tablecloth",
227
+ "tissue package next to bottle",
228
+ "tissue package next to snack bag"
229
+ ]
230
+ },
231
+ {
232
+ "category": "lunch box",
233
+ "description": "white elliptic plastic container with clear lid, containing food inside",
234
+ "relation": [
235
+ "lunch box on tablecloth",
236
+ "lunch box next to snack bag"
237
+ ]
238
+ },
239
+ {
240
+ "category": "snack bag",
241
+ "description": "dark brown plastic snack bag with printed text and images of meat sticks, sealed and lying flat",
242
+ "relation": [
243
+ "snack bag on tablecloth"
244
+ ]
245
+ },
246
+ {
247
+ "category": "spoon",
248
+ "description": "white plastic spoon with a curved bowl and straight handle",
249
+ "relation": [
250
+ "spoon on lunch box"
251
+ ]
252
+ },
253
+ {
254
+ "category": "curtain",
255
+ "description": "light blue fabric curtain hanging vertically",
256
+ "relation": [
257
+ "curtain behind table"
258
+ ]
259
+ },
260
+ {
261
+ "category": "wall",
262
+ "description": "light beige wall with vertical seam and black vertical strip",
263
+ "relation": [
264
+ "wall behind table"
265
+ ]
266
+ },
267
+ {
268
+ "category": "floor",
269
+ "description": "light gray tiled floor with visible grout lines, smooth surface",
270
+ "relation": []
271
+ }
272
+ ]
273
+ },
274
+ {
275
+ "start_frame": "1-dining_room-2-abnormal-start.jpg",
276
+ "atomic_actions": "C draws a tissue from the tissue package with his right hand| C wipes the tablecloth with the tissue| C kneads the tissue with his right hand| C picks up the lunch box with his right hand| C places the lunch box on the tablecloth| C picks up the spoon with his right hand| C places the spoon on the lunch box| C picks up the snack bag with his right hand| C places the snack bag on the left side of the lunch box with his right hand| C picks up the milk carton with his right hand| C puts the milk carton on the right side of the lunch box| C picks up the tissue package with his right hand| C puts the tissue package in front if the lunch box| C picks up the soccer ball with his right hand| C rolls the soccer ball to the two bottles under the table",
277
+ "end_frame_info": [
278
+ {
279
+ "category": "tissue package",
280
+ "description": "purple rectangular tissue package with white text and logo, partially open with white tissue paper pulled out",
281
+ "relation": [
282
+ "tissue package on tablecloth",
283
+ "tissue package in front of lunch box"
284
+ ]
285
+ },
286
+ {
287
+ "category": "snack bag",
288
+ "description": "dark brown plastic snack bag with printed text and images of meat sticks, crinkled plastic material",
289
+ "relation": [
290
+ "snack bag on tablecloth",
291
+ "snack bag next to lunch box"
292
+ ]
293
+ },
294
+ {
295
+ "category": "soccer ball",
296
+ "description": "black and white classic soccer ball with pentagonal and hexagonal panels, smooth surface",
297
+ "relation": [
298
+ "soccer ball on floor",
299
+ "soccer ball next to bottle"
300
+ ]
301
+ },
302
+ {
303
+ "category": "bottle",
304
+ "description": "transparent plastic water bottle with red cap and white-and-red label, lying on its side, partially filled",
305
+ "relation": [
306
+ "water bottle on floor",
307
+ "water bottle next to soccer ball",
308
+ "water bottle next bottle",
309
+ "water bottle under table"
310
+ ],
311
+ "key_state": "The bottle with label lies on its side under the table."
312
+ },
313
+ {
314
+ "category": "bottle",
315
+ "description": "transparent plastic water bottle with red cap, lying on its side, partially filled and slightly crushed",
316
+ "relation": [
317
+ "water bottle on floor",
318
+ "water bottle under table"
319
+ ],
320
+ "key_state": "The bottle without label lies on its side under the table and is slightly crushed."
321
+ },
322
+ {
323
+ "category": "table",
324
+ "description": "round wooden table with light brown legs",
325
+ "relation": [
326
+ "table on floor",
327
+ "table covered by tablecloth"
328
+ ]
329
+ },
330
+ {
331
+ "category": "tablecloth",
332
+ "description": "light green tablecloth with white grid pattern, slightly wrinkled",
333
+ "relation": []
334
+ },
335
+ {
336
+ "category": "milk carton",
337
+ "description": "white and green rectangular milk carton with green and black text, standing upright",
338
+ "relation": [
339
+ "milk carton on tablecloth",
340
+ "milk carton next to lunch box"
341
+ ]
342
+ },
343
+ {
344
+ "category": "lunch box",
345
+ "description": "white elliptic plastic container with clear lid, containing food inside",
346
+ "relation": [
347
+ "lunch box on tablecloth",
348
+ "lunch box next to snack bag",
349
+ "lunch box next to milk carton"
350
+ ]
351
+ },
352
+ {
353
+ "category": "spoon",
354
+ "description": "white plastic spoon with smooth surface",
355
+ "relation": [
356
+ "spoon on lunch box"
357
+ ]
358
+ },
359
+ {
360
+ "category": "curtain",
361
+ "description": "light blue fabric curtain hanging vertically",
362
+ "relation": [
363
+ "curtain behind table"
364
+ ]
365
+ },
366
+ {
367
+ "category": "wall",
368
+ "description": "light beige wall with vertical seam and black vertical strip",
369
+ "relation": [
370
+ "wall behind table"
371
+ ]
372
+ },
373
+ {
374
+ "category": "floor",
375
+ "description": "light gray tiled floor with visible grout lines, smooth surface",
376
+ "relation": []
377
+ }
378
+ ]
379
+ },
380
+ {
381
+ "start_frame": "1-study_room-3-abnormal-start.jpg",
382
+ "atomic_actions": "C picks up the bottle with his right hand| C places the bottle to the right of the soccer ball| C moves the milk carton to the right of the bottle| C picks up the tissue package with his right hand| C places the tissue package in front of the bottle and the milk carton| C flips the book with an orange-and-white cover over using his right hand| C flips open the book with his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C closes the book with his right hand| C moves the book to the front of the tissue package with his right hand| C picks up the book with a blue, white, and gray cover using his right hand| C flips the book over| C puts the book on the table| C flips open the book with his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C closes the book with his right hand| C picks up the book with his right hand| C places the book on top of the book with an orange-and-white cover| C picks up the blue-covered book with his right hand| C flips the book over| C puts the book on the table| C flips open the book with his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C closes the book with his right hand| C picks up the other two books with his right hand| C places the two books on top of the blue-covered book| C picks up the soccer ball with his right hand| C slams the soccer ball into the bottle under the table",
383
+ "end_frame_info": [
384
+ {
385
+ "category": "soccer ball",
386
+ "description": "black and white classic soccer ball with pentagonal and hexagonal panels, smooth surface",
387
+ "relation": [
388
+ "soccer ball on floor",
389
+ "soccer ball under table"
390
+ ]
391
+ },
392
+ {
393
+ "category": "book",
394
+ "description": "blue, white, and gray book",
395
+ "relation": [
396
+ "book on orange and white book"
397
+ ]
398
+ },
399
+ {
400
+ "category": "book",
401
+ "description": "orange and white book with a visible spine",
402
+ "relation": [
403
+ "book on large blue book"
404
+ ]
405
+ },
406
+ {
407
+ "category": "book",
408
+ "description": "large blue book with a visible yellow and white spine",
409
+ "relation": [
410
+ "book on table",
411
+ "book next to tissue package"
412
+ ]
413
+ },
414
+ {
415
+ "category": "bottle",
416
+ "description": "transparent plastic water bottle with red cap and colorful label featuring landscape imagery, standing upright, filled with clear liquid",
417
+ "relation": [
418
+ "bottle on table",
419
+ "bottle behind tissue package",
420
+ "bottle next to milk carton"
421
+ ]
422
+ },
423
+ {
424
+ "category": "bottle",
425
+ "description": "transparent plastic water bottle with red cap, lying horizontally, partially filled and slightly crushed",
426
+ "relation": [
427
+ "bottle under table"
428
+ ],
429
+ "key_state": "The bottle without label lies horizontally under the table and is slightly crushed."
430
+ },
431
+ {
432
+ "category": "tissue package",
433
+ "description": "rectangular tissue package with purple and white packaging, featuring a logo and Chinese text",
434
+ "relation": [
435
+ "tissue package on table"
436
+ ]
437
+ },
438
+ {
439
+ "category": "milk carton",
440
+ "description": "rectangular milk carton with green and white design, featuring a logo and Olympic rings, placed on the table",
441
+ "relation": [
442
+ "milk carton on table",
443
+ "milk carton behind tissue package"
444
+ ]
445
+ },
446
+ {
447
+ "category": "table",
448
+ "description": "round wooden table with light brown finish and visible wood grain",
449
+ "relation": [
450
+ "table on floor"
451
+ ]
452
+ },
453
+ {
454
+ "category": "curtain",
455
+ "description": "light blue fabric curtain hanging vertically",
456
+ "relation": [
457
+ "curtain behind table"
458
+ ]
459
+ },
460
+ {
461
+ "category": "wall",
462
+ "description": "light beige wall with vertical seam and black vertical strip",
463
+ "relation": [
464
+ "wall behind table"
465
+ ]
466
+ },
467
+ {
468
+ "category": "floor",
469
+ "description": "light gray tiled floor with visible grout lines, smooth surface",
470
+ "relation": []
471
+ }
472
+ ]
473
+ },
474
+ {
475
+ "start_frame": "2-dining_room-3-abnormal-start.jpg",
476
+ "atomic_actions": "C places both hands on the edge of the table| C opens the plastic container with both hands| C picks up an orange with his right hand| C holds the orange with his left hand| C peels the orange with his right hand| C places the orange peel on the table| C peels the orange with his right hand| C places the orange peel on the table| C peels the orange with his right hand| C places the orange peel on the table| C peels the orange with his right hand| C places one peeled half of the orange on the empty plate with his left hand| C places an orange peel on the table with his left hand| C holds the other half of the orange with his left hand| C breaks off an orange segment with his right hand| C throws the orange segment under the table| C breaks off an orange segment with his right hand| C throws the orange segment under the table| C breaks off an orange segment with his right hand| C throws the orange segment under the table| C breaks off an orange segment with his right hand| C throws the orange segment under the table",
477
+ "end_frame_info": [
478
+ {
479
+ "category": "orange",
480
+ "description": "partially peeled orange with bright orange peel and pale yellow, fibrous pulp",
481
+ "relation": [
482
+ "orange held by person"
483
+ ]
484
+ },
485
+ {
486
+ "category": "orange",
487
+ "description": "round orange with smooth, glossy surface",
488
+ "relation": [
489
+ "orange in container"
490
+ ]
491
+ },
492
+ {
493
+ "category": "orange segment",
494
+ "description": "peeled pale yellow orange segment",
495
+ "relation": [
496
+ "orange segment on carpet"
497
+ ],
498
+ "key_state": "The orange segment lies on the carpet."
499
+ },
500
+ {
501
+ "category": "container",
502
+ "description": "transparent plastic container with rectangular shape and smooth surface, open",
503
+ "relation": [
504
+ "container on table"
505
+ ]
506
+ },
507
+ {
508
+ "category": "plate",
509
+ "description": "white ceramic plate with blue leaf-like patterns around the rim",
510
+ "relation": [
511
+ "plate on table",
512
+ "plate next to plate"
513
+ ]
514
+ },
515
+ {
516
+ "category": "table",
517
+ "description": "round wooden table with light brown finish and visible grain patterns",
518
+ "relation": [
519
+ "table on carpet"
520
+ ]
521
+ },
522
+ {
523
+ "category": "carpet",
524
+ "description": "dark-blue-and-white patterned carpet with abstract speckled design",
525
+ "relation": []
526
+ }
527
+ ]
528
+ },
529
+ {
530
+ "start_frame": "1-study_room-4-abnormal-start.jpg",
531
+ "atomic_actions": "C picks up the book with a blue, white, and gray cover| C flips the book over| C puts the book on top of the book with an orange-and-white cover| C flips open the book with his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C closes the book with his right hand| C moves the book back to its original position with his right hand| C flips the book with an orange-and-white cover over| C flips open the book with his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C closes the book with his right hand| C picks up the book with a blue, white, and gray cover| C places the book on top of the book with an orange-and-white cover| C picks up the two books with his right hand| C places the two books where the book with a blue, white, and gray cover had originally been| C flips the blue-covered book over| C flips open the book with his right hand| C turns to another page of the book with his right hand| C turns to another page of the book with his right hand| C closes the book with his right hand| C picks up the other two books with his right hand| C places the two books on top of the blue-covered book| C sets the bottle on the left upright on the table in place with his right hand| C picks up the bottle on the right| C places the bottle on top of the bottle on the left with his right hand",
532
+ "end_frame_info": [
533
+ {
534
+ "category": "book",
535
+ "description": "blue, white, and gray book",
536
+ "relation": [
537
+ "book on orange and white book"
538
+ ]
539
+ },
540
+ {
541
+ "category": "book",
542
+ "description": "orange and white book with a visible spine",
543
+ "relation": [
544
+ "book on large blue book"
545
+ ]
546
+ },
547
+ {
548
+ "category": "book",
549
+ "description": "large blue book with a visible yellow and white spine",
550
+ "relation": [
551
+ "book on table"
552
+ ]
553
+ },
554
+ {
555
+ "category": "bottle",
556
+ "description": "transparent plastic water bottle with a red cap, standing upright, partially filled with clear liquid",
557
+ "relation": [
558
+ "bottle on table",
559
+ "bottle next to bottle",
560
+ "bottle behind book"
561
+ ]
562
+ },
563
+ {
564
+ "category": "bottle",
565
+ "description": "transparent plastic water bottle with a red cap, lying horizontally, label visible with red and white design, filled with clear liquid",
566
+ "relation": [
567
+ "bottle on table",
568
+ "bottle behind book"
569
+ ],
570
+ "key_state": "The bottle with label lies horizontally on the table."
571
+ },
572
+ {
573
+ "category": "soccer ball",
574
+ "description": "black and white classic soccer ball with pentagonal and hexagonal panels, smooth surface",
575
+ "relation": [
576
+ "soccer ball under table",
577
+ "soccer ball on the floor"
578
+ ]
579
+ },
580
+ {
581
+ "category": "table",
582
+ "description": "round wooden table with a light wood grain finish and four thin wooden legs",
583
+ "relation": [
584
+ "table on floor"
585
+ ]
586
+ },
587
+ {
588
+ "category": "curtain",
589
+ "description": "light blue fabric curtain hanging vertically",
590
+ "relation": [
591
+ "curtain behind table"
592
+ ]
593
+ },
594
+ {
595
+ "category": "wall",
596
+ "description": "light beige wall with vertical seam and black vertical strip",
597
+ "relation": [
598
+ "wall behind table"
599
+ ]
600
+ },
601
+ {
602
+ "category": "floor",
603
+ "description": "light gray tiled floor with visible grout lines, smooth surface",
604
+ "relation": []
605
+ }
606
+ ]
607
+ },
608
+ {
609
+ "start_frame": "2-dining_room-4-abnormal-start.jpg",
610
+ "atomic_actions": "C opens the bag of chips with his left hand| C takes a chip from the bag with his right hand| C puts the chip on the empty plate| C takes a chip from the bag with his right hand| C puts the chip on the empty plate| C takes a chip from the bag with his right hand| C puts the chip on the empty plate| C takes a chip from the bag with his right hand| C puts the chip on the empty plate| C picks up a chip from the plate with his right hand| C places the chip on the table in front of the plate| C breaks the chip into pieces with both hands| C picks up a chip from the plate with his right hand| C breaks the chip into pieces with both hands| C rubs his hands together| C places his hands on the table",
611
+ "end_frame_info": [
612
+ {
613
+ "category": "bag",
614
+ "description": "red plastic bag with white text and images of potato chips, partially open",
615
+ "relation": [
616
+ "bag on table",
617
+ "bag next to plate"
618
+ ]
619
+ },
620
+ {
621
+ "category": "plate",
622
+ "description": "round white plate with blue radial stripe pattern",
623
+ "relation": [
624
+ "plate on table"
625
+ ]
626
+ },
627
+ {
628
+ "category": "potato chip",
629
+ "description": "orange, ridged, round potato chip",
630
+ "relation": [
631
+ "potato chip on plate"
632
+ ]
633
+ },
634
+ {
635
+ "category": "potato chip",
636
+ "description": "orange, ridged, round potato chip",
637
+ "relation": [
638
+ "potato chip on plate",
639
+ "potato chip partially overlapping another chip"
640
+ ]
641
+ },
642
+ {
643
+ "category": "potato chip pieces",
644
+ "description": "broken orange potato chip pieces",
645
+ "relation": [
646
+ "potato chip scattered on table"
647
+ ],
648
+ "key_state": "The broken potato chip pieces is scattered on the table."
649
+ },
650
+ {
651
+ "category": "table",
652
+ "description": "round wooden table with light brown finish and visible grain patterns",
653
+ "relation": [
654
+ "table on carpet"
655
+ ]
656
+ },
657
+ {
658
+ "category": "carpet",
659
+ "description": "dark-blue-and-white patterned carpet with abstract speckled design",
660
+ "relation": []
661
+ }
662
+ ]
663
+ },
664
+ {
665
+ "start_frame": "1-bathroom-1-abnormal-start.jpg",
666
+ "atomic_actions": "C picks up the plastic bag with his right hand| C opens the lid of the bin by pressing the pedal of the bin with his right foot| C covers the plastic bag in the bin with his right hand| C picks up the shovel with his right hand| C shovels a piece of cat litter with excrement from the litter basin using the shovel| C shovels cat litter with excrement into the bin| C shovels a piece of cat litter with excrement from the litter basin using the shovel| C shovels cat litter with excrement into the bin| C gather cat litter with excrement in the litter basin using the shovel| C shovels a piece of cat litter with excrement from the litter basin using the shovel| C shovels cat litter with excrement into the bin| C attaches the shovel to the litter basin| C moves the litter basin to the corner with his right hand| C closes the lid of the bin by loosening his right foot| C picks up the cat food bag with his right hand| C place the cat food bag on the lid of the bin| C opens the cat food bag with his right hand| C picks up the cat food bag with his right hand| C pours cat food into the litter basin| C puts the cat food bag back in place",
667
+ "end_frame_info": [
668
+ {
669
+ "category": "bag",
670
+ "description": "plastic bag with green and white design, featuring images of leaves and birds, partially visible text in Chinese, partially open",
671
+ "relation": [
672
+ "bag next to litter basin",
673
+ "bag next to bin"
674
+ ]
675
+ },
676
+ {
677
+ "category": "bin",
678
+ "description": "cylindrical plastic trash bin with a pale yellow lid and a yellow pedal, lined with a clear plastic bag, standing upright",
679
+ "relation": [
680
+ "bin on floor"
681
+ ]
682
+ },
683
+ {
684
+ "category": "floor",
685
+ "description": "gray tiled floor with large rectangular tiles, smooth surface, and visible grout lines",
686
+ "relation": []
687
+ },
688
+ {
689
+ "category": "cat food",
690
+ "description": "small pile of dark brown, round, pellet-shaped dry cat food",
691
+ "relation": [
692
+ "cat food scattered on cat litter"
693
+ ],
694
+ "key_state": "Tha cat food is scattered on the pile of cat litter."
695
+ },
696
+ {
697
+ "category": "cat litter",
698
+ "description": "light beige granular dry cat litter, with some areas disturbed",
699
+ "relation": [
700
+ "cat litter spread across the bottom of litter basin"
701
+ ]
702
+ },
703
+ {
704
+ "category": "shovel",
705
+ "description": "gray shovel with a hook and hollow handle",
706
+ "relation": [
707
+ "shovel attached to litter basin"
708
+ ]
709
+ },
710
+ {
711
+ "category": "bowl",
712
+ "description": "small round white ceramic bowl with a black rim, smooth glossy surface, partially filled with clear liquid",
713
+ "relation": [
714
+ "bowl on floor",
715
+ "bowl next to plate",
716
+ "bowl in front of litter basin"
717
+ ]
718
+ },
719
+ {
720
+ "category": "plate",
721
+ "description": "small rectangular white ceramic plate with rounded corners and two small handles, smooth glossy surface, empty and clean",
722
+ "relation": [
723
+ "plate on floor",
724
+ "plate next to bowl",
725
+ "plate in front of litter basin"
726
+ ]
727
+ },
728
+ {
729
+ "category": "litter basin",
730
+ "description": "large rectangular yellow plastic litter basin with raised edges and side handles",
731
+ "relation": [
732
+ "litter basin on floor",
733
+ "litter basin containing cat litter"
734
+ ]
735
+ },
736
+ {
737
+ "category": "wall",
738
+ "description": "light green wall with smooth surface",
739
+ "relation": [
740
+ "wall behind bin",
741
+ "wall behind litter basin",
742
+ "wall behind bag"
743
+ ]
744
+ },
745
+ {
746
+ "category": "wall",
747
+ "description": "white wall with smooth surface",
748
+ "relation": [
749
+ "wall next to litter basin",
750
+ "wall next to plate"
751
+ ]
752
+ }
753
+ ]
754
+ },
755
+ {
756
+ "start_frame": "1-dining_room-1-abnormal-start.jpg",
757
+ "atomic_actions": "C draws a tissue from the tissue package with his right hand| C wipes the tablecloth with the tissue| C kneads the tissue with his right hand| C picks up the lunch box with his right hand| C places the lunch box on the tablecloth| C wipes the spoon with the tissue| C places the spoon on the lunch box| C picks up the snack bag with his right hand| C places the snack bag on the left side of the lunch box with his right hand| C picks up the lying bottle with his right hand| C puts the bottle upright between the lunch box and another bottle| C moves the tissue package to the front of the lunch box with his right hans| C pulls the tablecloth away with his right hand",
758
+ "end_frame_info": [
759
+ {
760
+ "category": "bag",
761
+ "description": "small dark brown bag with white text, lying flat",
762
+ "relation": [
763
+ "bag lying flat on the floor",
764
+ "bag diagonally below table"
765
+ ],
766
+ "key_state": "The bag lies flat on the floor, diagonally below the table."
767
+ },
768
+ {
769
+ "category": "tissue package",
770
+ "description": "purple rectangular tissue package with printed text, lying on its side",
771
+ "relation": [
772
+ "tissue package lying on its side on the floor",
773
+ "tissue package diagonally below table"
774
+ ],
775
+ "key_state": "The tissue package lies on its side on the floor, diagonally below the table."
776
+ },
777
+ {
778
+ "category": "bottle",
779
+ "description": "transparent plastic water bottle with red cap and red-and-white label featuring Chinese characters and green mountain logo, lying horizontally",
780
+ "relation": [
781
+ "bottle lying on table",
782
+ "bottle next to another bottle"
783
+ ],
784
+ "key_state": "The bottle with label lies horizontally on the table."
785
+ },
786
+ {
787
+ "category": "bottle",
788
+ "description": "transparent plastic water bottle with red cap, no visible label, lying horizontally",
789
+ "relation": [
790
+ "bottle lying on table",
791
+ "bottle next to lunch box"
792
+ ],
793
+ "key_state": "The bottle without label lies horizontally on the table."
794
+ },
795
+ {
796
+ "category": "spoon",
797
+ "description": "white plastic spoon with smooth surface",
798
+ "relation": [
799
+ "spoon on lunch box"
800
+ ]
801
+ },
802
+ {
803
+ "category": "table",
804
+ "description": "round wooden table with light wood grain texture and four thin wooden legs",
805
+ "relation": [
806
+ "table standing on floor"
807
+ ]
808
+ },
809
+ {
810
+ "category": "lunch box",
811
+ "description": "clear plastic lunch box with white lid, partially filled with food",
812
+ "relation": [
813
+ "lunch box on table",
814
+ "lunch box next to bottle"
815
+ ]
816
+ },
817
+ {
818
+ "category": "curtain",
819
+ "description": "light blue fabric curtain hanging vertically",
820
+ "relation": [
821
+ "curtain behind table"
822
+ ]
823
+ },
824
+ {
825
+ "category": "wall",
826
+ "description": "light beige wall with vertical seam and black vertical strip",
827
+ "relation": [
828
+ "wall behind table"
829
+ ]
830
+ },
831
+ {
832
+ "category": "floor",
833
+ "description": "light gray tiled floor with visible grout lines, smooth surface",
834
+ "relation": []
835
+ }
836
+ ]
837
+ },
838
+ {
839
+ "start_frame": "2-dining_room-2-abnormal-start.jpg",
840
+ "atomic_actions": "C picks up a slice of cucumber from the bowl with his right hand| C places the slice of cucumber next to the empty plate| C picks up a slice of cucumber from the bowl with his right hand| C places the slice of cucumber next to the empty plate| C picks up a slice of cucumber from the bowl with his right hand| C places the slice of cucumber next to the empty plate| C picks up a slice of cucumber from the bowl with his right hand| C places the slice of cucumber next to the empty plate| C picks up a slice of cucumber from the bowl with his right hand| C places the slice of cucumber next to the bowl| C picks up a slice of cucumber from the bowl with his right hand| C places the slice of cucumber next to the bowl| C picks up a slice of cucumber from the bowl with his right hand| C places the slice of cucumber next to the empty plate| C pulls the empty plate a little closer to himself with his right hand| C picks up the orange with his right hand| C places the orange on the table.",
841
+ "end_frame_info": [
842
+ {
843
+ "category": "bowl",
844
+ "description": "round white ceramic bowl with a black rim, smooth glossy surface, empty",
845
+ "relation": [
846
+ "bowl on table",
847
+ "bowl next to plate"
848
+ ]
849
+ },
850
+ {
851
+ "category": "cup",
852
+ "description": "round metallic cup with a brushed silver finish and a black handle, partially filled with clear liquid",
853
+ "relation": [
854
+ "bowl on table",
855
+ "bowl near container",
856
+ "bowl naer can"
857
+ ]
858
+ },
859
+ {
860
+ "category": "cucumber slice",
861
+ "description": "small round slice of green cucumber with visible seeds and dark green skin, fresh and moist",
862
+ "relation": [
863
+ "cucumber slice on table",
864
+ "cucumber slice near cup",
865
+ "cucumber slice near can",
866
+ "cucumber slice near bowl"
867
+ ],
868
+ "key_state": "The cucumber slice is on the tabel."
869
+ },
870
+ {
871
+ "category": "cucumber slice",
872
+ "description": "small round slice of green cucumber with visible seeds and dark green skin, fresh and moist",
873
+ "relation": [
874
+ "cucumber slice on table",
875
+ "cucumber slice near cup",
876
+ "cucumber slice near plate",
877
+ "cucumber slice near container"
878
+ ],
879
+ "key_state": "The cucumber slice is on the tabel."
880
+ },
881
+ {
882
+ "category": "table",
883
+ "description": "round wooden table surface with visible wood grain, light brown color, flat and smooth",
884
+ "relation": []
885
+ },
886
+ {
887
+ "category": "lid",
888
+ "description": "transparent plastic lid, clear and smooth surface, detached from container",
889
+ "relation": [
890
+ "lid on table",
891
+ "lid near container",
892
+ "lid near orange",
893
+ "lid next to bottle"
894
+ ]
895
+ },
896
+ {
897
+ "category": "container",
898
+ "description": "small cylindrical plastic container with a bright lime green lid, white body with printed text, closed",
899
+ "relation": [
900
+ "container on table",
901
+ "lid next to bottle"
902
+ ]
903
+ },
904
+ {
905
+ "category": "can",
906
+ "description": "small cylindrical aluminum can with a pull-tab top, light-colored label with pink and white graphics, unopened",
907
+ "relation": [
908
+ "can on table",
909
+ "can near cup"
910
+ ]
911
+ },
912
+ {
913
+ "category": "bottle",
914
+ "description": "small cylindrical glass bottle, green label",
915
+ "relation": [
916
+ "jar on table",
917
+ "jar next to lid",
918
+ "jar next to container"
919
+ ]
920
+ },
921
+ {
922
+ "category": "orange",
923
+ "description": "round orange with textured orange peel and a small green stem, whole and unpeeled",
924
+ "relation": [
925
+ "orange on table",
926
+ "orange next to plate",
927
+ "orange near lid"
928
+ ]
929
+ },
930
+ {
931
+ "category": "plate",
932
+ "description": "large round white ceramic plate with a blue leaf-like pattern around the rim, glossy surface, empty",
933
+ "relation": [
934
+ "plate on table",
935
+ "plate next to orange",
936
+ "plate next to bowl"
937
+ ]
938
+ }
939
+ ]
940
+ },
941
+ {
942
+ "start_frame": "2-dining_room-5-abnormal-start.jpg",
943
+ "atomic_actions": "C picks up the bowl with a spoon inside from the plate with his left hand| C places the bowl next to the plate| C picks up the spoon with his right hand| C places the spoon on the plate| C picks up the kettle with his right hand| C pours liquid from the kettle into the cup| C puts the kettle back in its original position| C picks up the spoon with his left hand| C picks up the cup with his right hand| C pours the liquid from the cup into the spoon| C puts the cup back in its original position| C pours the liquid from the spoon into the plate| C places the spoon on the plate| C picks up the cup with his right hand| C pours the liquid from the cup onto the table| C puts the cup back in its original position| C touches the kettle| C places his hands on the table",
944
+ "end_frame_info": [
945
+ {
946
+ "category": "bowl",
947
+ "description": "small round beige ceramic bowl with a glossy finish, with a red logo on the side",
948
+ "relation": [
949
+ "bowl on table",
950
+ "bowl next to plate"
951
+ ]
952
+ },
953
+ {
954
+ "category": "plate",
955
+ "description": "square-shaped beige ceramic plate with rounded corners, glossy finish, containing a small amount of liquid, with a red logo on the side",
956
+ "relation": [
957
+ "plate on table",
958
+ "plate next to cup"
959
+ ]
960
+ },
961
+ {
962
+ "category": "cup",
963
+ "description": "small round beige ceramic bowl with a glossy finish, containing a small amount of liquid",
964
+ "relation": [
965
+ "bowl on table",
966
+ "bowl next to plate"
967
+ ]
968
+ },
969
+ {
970
+ "category": "bowl",
971
+ "description": "small round beige ceramic bowl with a glossy finish, containing a small amount of orange-red liquid",
972
+ "relation": [
973
+ "bowl on table",
974
+ "bowl next to plate"
975
+ ]
976
+ },
977
+ {
978
+ "category": "plate",
979
+ "description": "oval ceramic plate, containing some red food",
980
+ "relation": [
981
+ "plate on table",
982
+ "plate next to kettle"
983
+ ]
984
+ },
985
+ {
986
+ "category": "table",
987
+ "description": "large rectangular wooden table with a flat surface, light brown finish, showing signs of use with some liquid spills",
988
+ "relation": [],
989
+ "key_state": "The table has visible liquid spill on the surface."
990
+ },
991
+ {
992
+ "category": "spoon",
993
+ "description": "white ceramic spoon with a glossy finish",
994
+ "relation": [
995
+ "spoon resting on the edge of the square plate"
996
+ ]
997
+ },
998
+ {
999
+ "category": "pot",
1000
+ "description": "large metal pot with a handle, containing a red-orange soup with visible ingredients",
1001
+ "relation": [
1002
+ "pot on table",
1003
+ "pot next to plate",
1004
+ "pot next to bowl",
1005
+ "pot next to cup"
1006
+ ]
1007
+ },
1008
+ {
1009
+ "category": "kettle",
1010
+ "description": "large transparent glass kettle with a metal lid and glass handle, containing liquid",
1011
+ "relation": [
1012
+ "kettle on table",
1013
+ "kettle near pot"
1014
+ ]
1015
+ }
1016
+ ]
1017
+ },
1018
+ {
1019
+ "start_frame": "7-living_room-8-abnormal-start.jpg",
1020
+ "atomic_actions": "C touches the book cover with his right hand| C opens the book with his right hand| C picks up a small and transparent bookmark with his right hand| C places the bookmark near the book| C flattens the open pages with his right hand| C turns to the next page with his right hand| C flattens the open pages with his right hand| C turns to the next page with his right hand| C flattens the open pages with his right hand| C tears out a page from the book with his right hand| C throws the torn page near the book",
1021
+ "end_frame_info": [
1022
+ {
1023
+ "category": "book",
1024
+ "description": "open book showing dense black mathematical text and equations on white pages, with irregular marks of torn pages",
1025
+ "relation": [
1026
+ "book on table"
1027
+ ],
1028
+ "key_state": "The book has irregular torn-page marks."
1029
+ },
1030
+ {
1031
+ "category": "paper",
1032
+ "description": "crumpled white paper with faint black handwritten or printed text, torn at edges",
1033
+ "relation": [
1034
+ "paper on table",
1035
+ "paper near book"
1036
+ ],
1037
+ "key_state": "The paper is crumpled and torn at edges."
1038
+ },
1039
+ {
1040
+ "category": "table",
1041
+ "description": "large rectangular table with a smooth, light beige surface",
1042
+ "relation": []
1043
+ },
1044
+ {
1045
+ "category": "bookmark",
1046
+ "description": "small and transparent bookmark",
1047
+ "relation": [
1048
+ "bookmark on table",
1049
+ "bookmark near book"
1050
+ ]
1051
+ }
1052
+ ]
1053
+ },
1054
+ {
1055
+ "start_frame": "7-living_room-4-abnormal-start.jpg",
1056
+ "atomic_actions": "C picks up the glass with his right hand| C fiddles with the glass| C puts the glass back in its original position| C picks up the kettle with his right hand| C pours a small amount of water from the kettle into the glass| C puts the kettle back in its original position| C picks up the glass with his right hand| C pours the water from the glass onto the table| C lays the glass flat on the table| C picks up the glass with his right hand| C sets the glass upright in its original position",
1057
+ "end_frame_info": [
1058
+ {
1059
+ "category": "glass",
1060
+ "description": "small transparent glass with embossed vertical ridges and circular patterns, empty and upright",
1061
+ "relation": [
1062
+ "glass on table",
1063
+ "glass next to water spill",
1064
+ "glass near kettle"
1065
+ ]
1066
+ },
1067
+ {
1068
+ "category": "table",
1069
+ "description": "light beige smooth table with visible water spill on the surface",
1070
+ "relation": [],
1071
+ "key_state": "The table has visible water spill on the surface."
1072
+ },
1073
+ {
1074
+ "category": "basket",
1075
+ "description": "transparent basket with textured surface",
1076
+ "relation": [
1077
+ "basket on table",
1078
+ "basket containing paper cups",
1079
+ "basket containing tape"
1080
+ ]
1081
+ },
1082
+ {
1083
+ "category": "paper cup",
1084
+ "description": "stack of beige paper cups with visible rims",
1085
+ "relation": [
1086
+ "paper cups next to tape"
1087
+ ]
1088
+ },
1089
+ {
1090
+ "category": "tape",
1091
+ "description": "roll of bright yellow adhesive tape with printed text",
1092
+ "relation": []
1093
+ },
1094
+ {
1095
+ "category": "water spill",
1096
+ "description": "clear water spill, forming irregular wet patches with reflective surface",
1097
+ "relation": [
1098
+ "water spill on table",
1099
+ "water spill next to glass"
1100
+ ]
1101
+ },
1102
+ {
1103
+ "category": "bag",
1104
+ "description": "translucent plastic bag with printed text, partially filled, standing upright",
1105
+ "relation": [
1106
+ "plastic bag on table",
1107
+ "plastic bag next to basket"
1108
+ ]
1109
+ },
1110
+ {
1111
+ "category": "kettle",
1112
+ "description": "transparent glass kettle with red handle",
1113
+ "relation": [
1114
+ "kettle on table"
1115
+ ]
1116
+ },
1117
+ {
1118
+ "category": "tissue box",
1119
+ "description": "blue and white cuboid tissue box",
1120
+ "relation": [
1121
+ "tissue box on table",
1122
+ "tissue box near kettle"
1123
+ ]
1124
+ },
1125
+ {
1126
+ "category": "container",
1127
+ "description": "cylindrical container with brown yellow lid",
1128
+ "relation": [
1129
+ "container on table",
1130
+ "container behind tissue box"
1131
+ ]
1132
+ }
1133
+ ]
1134
+ },
1135
+ {
1136
+ "start_frame": "1-kitchen-4-abnormal-start.jpg",
1137
+ "atomic_actions": "C picks up the cleaning cloth with his right hand| C wipes the kitchen countertop with the cloth| C picks up the cleaning cloth with his right hand| C wipes the kitchen countertop with the cloth| C puts the cloth back in its original position| C twists off the lid of the bottle with his right hand| C picks up the lid| C places the lid to the right of the bottle| C picks up the bottle with his right hand| C pours a small amount of water from the bottle into the paper cup| C puts the bottle back in its original position",
1138
+ "end_frame_info": [
1139
+ {
1140
+ "category": "cup",
1141
+ "description": "large white cylindrical cup with a metallic interior and a white handle, empty and smooth",
1142
+ "relation": [
1143
+ "cup on countertop",
1144
+ "cup next to paper cup",
1145
+ "cup next to sink"
1146
+ ]
1147
+ },
1148
+ {
1149
+ "category": "paper cup",
1150
+ "description": "small beige paper cup, cylindrical shape, partially filled with water, smooth interior and matte texture",
1151
+ "relation": [
1152
+ "cup on countertop",
1153
+ "cup next to bottle"
1154
+ ]
1155
+ },
1156
+ {
1157
+ "category": "bottle",
1158
+ "description": "tall blue translucent plastic water bottle with wide mouth, partially filled with water, smooth surface",
1159
+ "relation": [
1160
+ "bottle on countertop",
1161
+ "bottle next to lid",
1162
+ "bottle behind cloth"
1163
+ ],
1164
+ "key_state": "The bottle is next to the lid."
1165
+ },
1166
+ {
1167
+ "category": "lid",
1168
+ "description": "blue plastic bottle lid with built-in strainer and gray fabric strap, open and detached from bottle",
1169
+ "relation": [
1170
+ "lid on countertop"
1171
+ ],
1172
+ "key_state": "The lid is open and detached from bottle and placed on the countertop"
1173
+ },
1174
+ {
1175
+ "category": "cloth",
1176
+ "description": "small folded white cloth with soft, textured surface, lying flat and slightly crumpled",
1177
+ "relation": [
1178
+ "cloth on countertop"
1179
+ ]
1180
+ },
1181
+ {
1182
+ "category": "countertop",
1183
+ "description": "large flat white countertop surface, smooth and clean",
1184
+ "relation": []
1185
+ },
1186
+ {
1187
+ "category": "sink",
1188
+ "description": "metallic edge of a kitchen sink visible on the far left, smooth and reflective surface",
1189
+ "relation": [
1190
+ "sink in countertop"
1191
+ ]
1192
+ }
1193
+ ]
1194
+ },
1195
+ {
1196
+ "start_frame": "1-kitchen-1-abnormal-start.jpg",
1197
+ "atomic_actions": "C picks up the mug with his right hand| C pours all the drink in the mug into the sink| C turns on the faucet with his right hand| C fills the mug with water| C shakes the mug| C pours all the water in the mug into the sink| C places the mug to the left of the faucet| C picks up the cleaning cloth with his right hand| C wipes the kitchen countertop with the cloth| C picks up the cleaning cloth with his right hand| C wipes the kitchen countertop with the cloth| C picks up the cleaning cloth with his right hand| C wipes the kitchen countertop with the cloth| C picks up the cleaning cloth with his right hand. C wipes the faucet with the cloth| C puts the cloth back in its original place| C lays the cloth flat| C straightens the cloth",
1198
+ "end_frame_info": [
1199
+ {
1200
+ "category": "sink",
1201
+ "description": "stainless steel sink with rectangular basin, rounded corners, visible drain, and water flowing into it",
1202
+ "relation": [
1203
+ "sink in countertop",
1204
+ "sink under faucet"
1205
+ ]
1206
+ },
1207
+ {
1208
+ "category": "faucet",
1209
+ "description": "black matte-finish faucet with tall spout and lever handle, water flowing from spout",
1210
+ "relation": [
1211
+ "faucet over kitchen sink",
1212
+ "faucet next to mug",
1213
+ "faucet next tissue box"
1214
+ ],
1215
+ "key_state": "The water is flowing from the spout of the faucet."
1216
+ },
1217
+ {
1218
+ "category": "tissue box",
1219
+ "description": "white and light blue tissue box with partially pulled-out tissue",
1220
+ "relation": [
1221
+ "tissue box on countertop",
1222
+ "tissue box behind sink"
1223
+ ]
1224
+ },
1225
+ {
1226
+ "category": "mug",
1227
+ "description": "cream-colored ceramic mug with brown rim and handle, glossy finish, empty",
1228
+ "relation": [
1229
+ "mug on countertop",
1230
+ "mug next to bottle"
1231
+ ]
1232
+ },
1233
+ {
1234
+ "category": "bottle",
1235
+ "description": "transparent plastic bottle with blue label and blue cap, label with text, standing upright",
1236
+ "relation": [
1237
+ "bottle on countertop"
1238
+ ]
1239
+ },
1240
+ {
1241
+ "category": "cloth",
1242
+ "description": "striped dishrag with alternating beige and brown horizontal stripes, textured terry cloth, spread out and laid flat",
1243
+ "relation": [
1244
+ "cloth on countertop",
1245
+ "cloth in front of sink"
1246
+ ]
1247
+ },
1248
+ {
1249
+ "category": "countertop",
1250
+ "description": "light-colored speckled countertop with smooth surface",
1251
+ "relation": []
1252
+ }
1253
+ ]
1254
+ },
1255
+ {
1256
+ "start_frame": "6-garage-1-abnormal-start.jpg",
1257
+ "atomic_actions": "C picks up the phone with his right hand| C glances at the phone| C puts the phone into his clothing pocket| C picks up the water bottle with his left hand| C unscrews the bottle cap with his right hand| C takes a sip of water| C screws the cap back on| C puts the water bottle down| C opens the SUV door with his left hand| C gets out of the SUV| C walks away from the SUV| C looks back at the SUV",
1258
+ "end_frame_info": [
1259
+ {
1260
+ "category": "SUV",
1261
+ "description": "dark gray modern SUV with sleek design, partially open driver-side door, parked",
1262
+ "relation": [
1263
+ "SUV on floor"
1264
+ ],
1265
+ "key_state": "The driver-side door of the SUV is open."
1266
+ },
1267
+ {
1268
+ "category": "floor",
1269
+ "description": "gray floor of the parking garage with white painted lines",
1270
+ "relation": []
1271
+ },
1272
+ {
1273
+ "category": "ceiling",
1274
+ "description": "industrial ceiling with exposed red metal pipes, white ductwork, and fluorescent light fixtures",
1275
+ "relation": [
1276
+ "ceiling above SUV"
1277
+ ]
1278
+ },
1279
+ {
1280
+ "category": "wall",
1281
+ "description": "white wall featuring blue and white directional arrows and reflective strip with yellow and black",
1282
+ "relation": [
1283
+ "wall in front of SUV"
1284
+ ]
1285
+ }
1286
+ ]
1287
+ },
1288
+ {
1289
+ "start_frame": "1-kitchen-3-abnormal-start.jpg",
1290
+ "atomic_actions": "C turns on the faucet with his right hand| C picks up the bowl with his right hand| C fills the bowl with water| C shakes the bowl| C pours all the water from the bowl into the sink| C puts the bowl back in its original position| C picks up the cleaning cloth with his right hand| C wipes the kitchen countertop with the cloth| C puts the cloth back in its original position| C lays the cloth flat| C straightens the cloth| C opens the refrigerator with his right hand| C takes an egg out of the refrigerator with his right hand| C puts the egg into the bowl",
1291
+ "end_frame_info": [
1292
+ {
1293
+ "category": "sink",
1294
+ "description": "stainless steel sink with rectangular basin",
1295
+ "relation": [
1296
+ "sink embodied in countertop"
1297
+ ]
1298
+ },
1299
+ {
1300
+ "category": "faucet",
1301
+ "description": "black matte-finish gooseneck faucet with lever handle, water flowing from spout",
1302
+ "relation": [
1303
+ "faucet over sink",
1304
+ "faucet on countertop",
1305
+ "faucet next to tissue box",
1306
+ "faucet near bottle"
1307
+ ],
1308
+ "key_state": "The water is flowing from the spout of the faucet."
1309
+ },
1310
+ {
1311
+ "category": "bottle",
1312
+ "description": "transparent plastic bottle with blue cap and label, partially filled with liquid",
1313
+ "relation": [
1314
+ "bottle on countertop"
1315
+ ]
1316
+ },
1317
+ {
1318
+ "category": "bowl",
1319
+ "description": "white ceramic bowl with smooth surface",
1320
+ "relation": [
1321
+ "bowl on countertop",
1322
+ "bowl next to sink"
1323
+ ]
1324
+ },
1325
+ {
1326
+ "category": "egg",
1327
+ "description": "brown oval-shaped egg with smooth shell",
1328
+ "relation": [
1329
+ "egg inside bowl"
1330
+ ]
1331
+ },
1332
+ {
1333
+ "category": "egg",
1334
+ "description": "brown oval-shaped egg with smooth shell",
1335
+ "relation": [
1336
+ "egg inside refrigerator"
1337
+ ]
1338
+ },
1339
+ {
1340
+ "category": "cloth",
1341
+ "description": "triped dishrag with alternating beige and brown horizontal stripes, textured terry cloth, spread out and laid flat",
1342
+ "relation": [
1343
+ "cloth on countertop",
1344
+ "cloth next to sink"
1345
+ ]
1346
+ },
1347
+ {
1348
+ "category": "countertop",
1349
+ "description": "light beige speckled countertop with smooth surface",
1350
+ "relation": [
1351
+ "countertop next to refrigerator"
1352
+ ]
1353
+ },
1354
+ {
1355
+ "category": "cabinet",
1356
+ "description": "wooden cabinet with light brown grain texture",
1357
+ "relation": [
1358
+ "cabinet under countertop"
1359
+ ]
1360
+ },
1361
+ {
1362
+ "category": "refrigerator",
1363
+ "description": "white refrigerator with open door, revealing interior shelves and door compartments",
1364
+ "relation": [
1365
+ "refrigerator containing eggs"
1366
+ ],
1367
+ "key_state": "The door of the refrigerator is open."
1368
+ },
1369
+ {
1370
+ "category": "tissue box",
1371
+ "description": "white and light blue tissue box with partially pulled-out tissue",
1372
+ "relation": [
1373
+ "tissue box on countertop"
1374
+ ]
1375
+ }
1376
+ ]
1377
+ },
1378
+ {
1379
+ "start_frame": "6-garage-2-abnormal-start.jpg",
1380
+ "atomic_actions": "C walks toward the SUV| C raises his left arm| C glances at his watch| C lowers his left arm| C reaches toward the SUV’s tailgate with his right hand| C opens the tailgate| C reaches into the trunk with his right hand| C takes a box out of the trunk with his right hand| C turns around| C walks away from the SUV| C looks back at the SUV",
1381
+ "end_frame_info": [
1382
+ {
1383
+ "category": "SUV",
1384
+ "description": "dark-colored SUV with open trunk, rear taillights illuminated, parked",
1385
+ "relation": [
1386
+ "SUV on floor"
1387
+ ]
1388
+ },
1389
+ {
1390
+ "category": "tailgate",
1391
+ "description": "open black tailgate of an SUV, revealing the trunk space",
1392
+ "relation": [
1393
+ "tailgate above trunk"
1394
+ ],
1395
+ "key_state": "The tailgate of the SUV is open."
1396
+ },
1397
+ {
1398
+ "category": "seat",
1399
+ "description": "rear seat on the left side of the SUV, visible through the open trunk",
1400
+ "relation": [
1401
+ "seat inside SUV",
1402
+ "seat behind trunk"
1403
+ ]
1404
+ },
1405
+ {
1406
+ "category": "seat",
1407
+ "description": "rear seat on the right side of the SUV, visible through the open trunk",
1408
+ "relation": [
1409
+ "seat inside SUV",
1410
+ "seat behind trunk"
1411
+ ]
1412
+ },
1413
+ {
1414
+ "category": "floor",
1415
+ "description": "dark gray floor of the parking garage, smooth surface with visible seams and reflections",
1416
+ "relation": []
1417
+ },
1418
+ {
1419
+ "category": "ceiling",
1420
+ "description": "industrial ceiling with exposed red and white metal pipes, and fluorescent light fixtures",
1421
+ "relation": [
1422
+ "ceiling above SUV"
1423
+ ]
1424
+ }
1425
+ ]
1426
+ },
1427
+ {
1428
+ "start_frame": "1-kitchen-2-abnormal-start.jpg",
1429
+ "atomic_actions": "C turns on the faucet with his right hand| C picks up the bowl with his right hand| C fills the bowl with water| C puts the bowl with a small amount of water back in its original position| C turns off the faucet with his right hand| C picks up the bowl with his right hand| C holds the bowl over the sink| C shakes the bowl| C pours all the water from the bowl into the sink| C puts the bowl back in its original position| C picks up the cleaning cloth with his right hand| C wipes the kitchen countertop with the cloth| C puts the cloth back in its original position| C lays the cloth flat| C straightens the cloth| C opens the refrigerator with his right hand| C takes an egg out of the refrigerator with his right hand| C puts the egg into the bowl",
1430
+ "end_frame_info": [
1431
+ {
1432
+ "category": "sink",
1433
+ "description": "stainless steel sink with rectangular basin",
1434
+ "relation": [
1435
+ "sink embodied in countertop"
1436
+ ]
1437
+ },
1438
+ {
1439
+ "category": "faucet",
1440
+ "description": "black matte-finish gooseneck faucet with lever handle",
1441
+ "relation": [
1442
+ "faucet over sink",
1443
+ "faucet on countertop",
1444
+ "faucet next to tissue box",
1445
+ "faucet near bottle"
1446
+ ]
1447
+ },
1448
+ {
1449
+ "category": "bottle",
1450
+ "description": "transparent plastic bottle with blue cap and label, partially filled with liquid",
1451
+ "relation": [
1452
+ "bottle on countertop"
1453
+ ]
1454
+ },
1455
+ {
1456
+ "category": "bowl",
1457
+ "description": "white ceramic bowl with smooth surface",
1458
+ "relation": [
1459
+ "bowl on countertop",
1460
+ "bowl next to sink"
1461
+ ]
1462
+ },
1463
+ {
1464
+ "category": "egg",
1465
+ "description": "brown oval-shaped egg with smooth shell",
1466
+ "relation": [
1467
+ "egg inside bowl"
1468
+ ]
1469
+ },
1470
+ {
1471
+ "category": "egg",
1472
+ "description": "brown oval-shaped egg with smooth shell",
1473
+ "relation": [
1474
+ "egg inside refrigerator"
1475
+ ]
1476
+ },
1477
+ {
1478
+ "category": "cloth",
1479
+ "description": "triped dishrag with alternating beige and brown horizontal stripes, textured terry cloth, spread out and laid flat",
1480
+ "relation": [
1481
+ "cloth on countertop",
1482
+ "cloth next to sink"
1483
+ ]
1484
+ },
1485
+ {
1486
+ "category": "countertop",
1487
+ "description": "light beige speckled countertop with smooth surface",
1488
+ "relation": [
1489
+ "countertop next to refrigerator"
1490
+ ]
1491
+ },
1492
+ {
1493
+ "category": "cabinet",
1494
+ "description": "wooden cabinet with light brown grain texture",
1495
+ "relation": [
1496
+ "cabinet under countertop"
1497
+ ]
1498
+ },
1499
+ {
1500
+ "category": "refrigerator",
1501
+ "description": "white refrigerator with open door, revealing interior shelves and door compartments",
1502
+ "relation": [
1503
+ "refrigerator containing eggs"
1504
+ ],
1505
+ "key_state": "The door of the refrigerator is open."
1506
+ },
1507
+ {
1508
+ "category": "tissue box",
1509
+ "description": "white and light blue tissue box with partially pulled-out tissue",
1510
+ "relation": [
1511
+ "tissue box on countertop"
1512
+ ]
1513
+ }
1514
+ ]
1515
+ }
1516
+ ]
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