Datasets:

zl2048
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FAVOR

question_key stringlengths 7 26	video_name stringlengths 9 28	question stringlengths 34 313	options sequencelengths 5 5	correct_answer stringlengths 1 542	task_type stringclasses 6 values
00X3U_1	00X3U.mp4	In the video, what action did the blonde woman perform during and immediately after the upward camera movement?	[ "Walked in from the right side and turned her head to the right", "Turned to the right and raised her hand", "Leaned forward and picked up a blanket", "Turned her head to the right and then immediately turned it to the left", "Closed the door and ran to the right" ]	Turned her head to the right and then immediately turned it to the left	AS
00X3U_2	00X3U.mp4	When the woman with yellow hair raises her hand and leans forward, what is the movement of the camera?	[ "Continuous upward movement", "Stable movement to the right", "Static with no movement", "Intense camera shake", "Rapid zoom-in for a close-up" ]	Intense camera shake	CM
00X3U_3	00X3U.mp4	Which camera movement direction in the video corresponds to the spatial movement of the yellow-haired woman?	[ "Upward camera movement coordinated with the lowering of the head", "Camera shaking reflects the degree of turning around", "Rightward camera movement matches the running direction", "Leftward camera movement guides the shift in visual focus", "Rapid dolly-in emphasizes physical details" ]	Rightward camera movement matches the running direction	CM
00X3U_4	00X3U.mp4	Which set of actions describes the core behavior exhibited by the blonde-haired woman throughout the video?	[ "Quickly running through the room while frequently jumping up and down, then adjusting her orange top", "Continuously sitting on a blanket organizing items, occasionally checking her phone, then suddenly standing up and waving", "Repeatedly squatting and standing up, touching the wall with her left hand, then suddenly drinking from a cup", "Maintaining an upright posture while slowly stepping backward, picking up a book to read midway", "Entering the room from the right side, continuously turning her head left and right and rotating her body, raising her arm, and finally closing the door" ]	Entering the room from the right side, continuously turning her head left and right and rotating her body, raising her arm, and finally closing the door	HAC
00X3U_5	00X3U.mp4	According to the overall dynamics, what is the most prominent characteristic of the yellow-haired woman's movement pattern?	[ "Maintains a constant-speed straight walk facing the camera throughout", "Changes body orientation multiple times and adjusts direction through turns", "Suddenly accelerates into a sprint followed by abrupt stops causing intense shaking", "Remains completely stationary while only observing surroundings through head movements", "Repeats a fixed rhythm of three steps forward followed by two steps backward" ]	Changes body orientation multiple times and adjusts direction through turns	HAC
00X3U_6	00X3U.mp4	Which action in the video shows the yellow-haired woman leaning forward?	[ "Turning head to the right", "Turning body to the left", "Raising hand", "Turning body backward", "Leaning body forward" ]	Leaning body forward	SAD
00X3U_7	00X3U.mp4	When the camera follows the woman with yellow hair, what action is she performing?	[ "Run to the right", "Pick up the blanket", "Close the door", "Turn to the right", "Walk to the left" ]	Run to the right	SAD
00_001823_1	00_001823.mp4	Regarding the sequence of actions performed by the brown-haired boy in white clothes, which of the following correctly describes the chronological order of his complete actions?	[ "Turns left to speak → Walks backward → Bends down to pick up the key, then looks up to hand it to the old man → Turns head forward", "Bends down to pick up the key, then looks up to hand it to the old man → Walks backward → Turns left to speak → Turns head forward", "Walks backward → Turns left to speak → Bends down to pick up the key, then looks up to hand it to the old man → Turns head forward", "Walks backward → Turns head forward → Turns left to speak → Bends down to pick up the key, then looks up to hand it to the old man", "Turns left to speak → Bends down to pick up the key, then looks up to hand it to the old man → Walks backward → Turns head forward" ]	Walks backward → Turns left to speak → Bends down to pick up the key, then looks up to hand it to the old man → Turns head forward	AS
00_001823_2	00_001823.mp4	When the gray-haired old man with red glasses and green clothes completes the action of 'picking up the key and speaking' in the video, which of the following descriptions is correct?	[ "Starts simultaneously with the boy's left-turn speaking action and ends when the boy turns his head forward", "Begins during the boy's backward walk and ends before the old man walks forward", "Occurs after the boy looks up from picking up the key and ends before the boy turns his head forward", "Starts after the boy turns his head forward and coincides with the old man walking forward", "Completes before the old man tilts his head to the right side and overlaps with the boy's bowing action" ]	Occurs after the boy looks up from picking up the key and ends before the boy turns his head forward	AS
00_001823_3	00_001823.mp4	What is the longest sustained coherent action performed by the elderly man wearing red glasses and a green outfit in the video?	[ "Continuously leans his body sideways to the right from the initial position", "Maintains a tilted head posture while listening to the boy", "Started speaking after receiving the keys and continued walking forward", "Stands still making brief eye contact with the boy", "Repeatedly adjusts glasses and arranges clothing" ]	Started speaking after receiving the keys and continued walking forward	HAC
00_001823_4	00_001823.mp4	At different times, which of the following items did the brown-haired boy in white clothes come into direct contact with?	[ "mobile phone", "book", "wallet", "key", "red glasses" ]	key	MAD
00_001823_5	00_001823.mp4	Comparing the movement patterns of the two subjects, which description is the most accurate?	[ "The boy completes a left turn and head turn, while the old man completes a side step and head tilt", "Both individuals complete both head turns and side steps", "The old man first does a side step then walks, while the boy first walks then becomes still", "Both individuals involve a combination of head movements and body displacements", "The boy consistently faces the old man, while the old man maintains a sideways posture throughout" ]	The boy completes a left turn and head turn, while the old man completes a side step and head tilt	MAD
00_001823_6	00_001823.mp4	What action accompanies the old man in green clothes receiving the key?	[ "Maintain a right-sided posture and wave to signal", "Hands in pockets, using only eye contact to accept the key", "Quickly turn around, back to the boy, to inspect the key", "Pick up the key while speaking", "Take off red glasses and examine the key carefully" ]	Pick up the key while speaking	SAD
00_001975_1	00_001975.mp4	What is the complete sequence of actions performed by the woman in red in the video?	[ "Retracts hand and speaks → Turns forward and lowers hand → Removes necklace → Turns right, leans forward and offers necklace → Stands up and retracts hand", "Retracts hand and speaks → Removes necklace → Turns forward and lowers hand → Turns right, leans forward and offers necklace → Stands up and retracts hand", "Turns forward and lowers hand → Retracts hand and speaks → Turns right, leans forward and offers necklace → Removes necklace → Stands up and retracts hand", "Removes necklace → Turns right, leans forward and offers necklace → Retracts hand and speaks → Turns forward and lowers hand → Stands up and retracts hand", "Stands up and retracts hand → Retracts hand and speaks → Turns forward and lowers hand → Turns right, leans forward and offers necklace → Removes necklace" ]	Retracts hand and speaks → Turns forward and lowers hand → Removes necklace → Turns right, leans forward and offers necklace → Stands up and retracts hand	AS
013SD_1	013SD.mp4	How does the camera movement change throughout the video?	[ "The lens first follows the subject's movement and then remains stationary", "The lens continuously follows the subject's movement", "The lens remains stationary at first then zooms out", "The lens sways slightly from left to right", "The lens zooms in then immediately zooms out" ]	The lens first follows the subject's movement and then remains stationary	CM
013SD_2	013SD.mp4	What is the camera's movement status when the man in black clothing puts down the box and raises his hand to turn off the light?	[ "Continuously follows the subject while moving backward", "Quickly zooms in to focus on the hand movement", "Remains stationary", "Slightly shakes up and down", "Slowly pans to the left" ]	Remains stationary	CM
013SD_3	013SD.mp4	Regarding the overall behavior categorization of the man in black clothes, which of the following is the most accurate?	[ "Repeatedly dropping and picking up the box during transportation", "Continuously flipping through documents while walking and moving the box", "Putting down the box and leaving without any further actions", "Placing the items, then handling the documents and concluding the operation", "Standing still and focusing on organizing the documents in hand" ]	Placing the items, then handling the documents and concluding the operation	HAC
013SD_4	013SD.mp4	Regarding the light-switching action of the man in black clothes, which of the following descriptions is accurate?	[ "Raised his arm upward to touch the switch", "Pressed the wall switch with his elbow", "Pulled the hanging lamp cord with one hand", "Waved quickly to trigger the sensor device", "Slapped the lamp three times to turn it off" ]	Raised his arm upward to touch the switch	SAD
01KML_1	01KML.mp4	When the man in white pants starts stepping back to the left, what was the action he had just completed before this?	[ "Placed the vacuum cleaner next to the computer", "Stood still holding the computer", "Picked up the computer from the right area", "Cleaned the floor with the vacuum cleaner", "Adjusted glasses and arranged his upper garment" ]	Picked up the computer from the right area	AS
01_001641_1	01_001641.mp4	In the video, which of the following is the correct chronological order of the complete sequence of actions performed by the brown-haired man with glasses?	[ "Take out a spoon → Turn head to the right → Turn head to the left and speak", "Speak → Turn head to the left and take out a spoon → Turn head to the right", "Turn head to the right → Take out a spoon → Turn head to the left and speak", "Turn head to the left → Speak → Take out a spoon and turn head to the right", "Turn head to the left and take out a spoon → Speak → Turn head to the right" ]	Turn head to the left and take out a spoon → Speak → Turn head to the right	AS
01_001641_2	01_001641.mp4	Which action of the yellow-haired girl occurs simultaneously with the action of the brown-haired, glasses-wearing man?	[ "While the girl is speaking, the man is turning his head to the left and taking out a spoon", "While the girl is turning her head to the left, the man is speaking", "While the girl is speaking, the man is turning his head to the right", "While the girl is turning her head to the left, the man is turning his head to the right", "While the girl is speaking, the man is putting the spoon back into his pocket" ]	While the girl is speaking, the man is turning his head to the left and taking out a spoon	AS
01_001641_3	01_001641.mp4	According to the video footage, which of the following options correctly describes the sequence of actions performed by the blonde-haired girl?	[ "Turns her head to the left first, then starts speaking", "Speaks first, then turns her head to the left", "Continues speaking while slowly turning her head to the left", "Immediately stops speaking and turns her head after the man takes out the spoon", "Immediately starts adjusting her green clothes after finishing speaking" ]	Speaks first, then turns her head to the left	AS
01_001641_4	01_001641.mp4	What is the core action of the girl with blonde hair (in green clothes) throughout the video?	[ "Continuously talking and occasionally nodding", "Quickly moving hands and jumping", "Speaking first and then turning head to the left", "Dancing and spinning", "Remaining completely still all the time" ]	Speaking first and then turning head to the left	HAC
01_001641_5	01_001641.mp4	How does the direction of the head movement change for the brown-haired man wearing glasses and white clothes in the video at different moments?	[ "First turns his head to the left, then to the right", "Keeps his head still throughout", "Turns his head to the left both times", "Turns his head to the right both times", "First turns his head to the right, then to the left" ]	First turns his head to the left, then to the right	MAD
01_001641_6	01_001641.mp4	From which location did the man with glasses primarily retrieve an object while interacting with the blonde-haired girl?	[ "Retrieved a fork from his pocket", "Picked up chopsticks from the table", "Pulled a pocket square from his chest", "Picked up a cup from the tray", "Took a spoon out of his mouth" ]	Took a spoon out of his mouth	SAD
01_001683_1	01_001683.mp4	Which of the following accurately describes the correct sequence of actions performed by the black-haired man?	[ "Close refrigerator → Turn around → Search for items → Stand up", "Search for items → Close refrigerator → Sway body → Turn head", "Stand up → Turn around → Speak → Search for items", "Search for items → Stand up → Close refrigerator → Turn around", "Search for items → Close refrigerator → Stand up → Turn head" ]	Search for items → Stand up → Close refrigerator → Turn around	AS
01_001683_2	01_001683.mp4	According to the duration of the actions, which of the following accurately describes the temporal relationship between the body movements of the blonde girl and the other subjects' actions?	[ "Ended before the dark-haired man started to stand up", "Occurred simultaneously with the dark-haired man closing the refrigerator", "Started after the dark-haired man began to turn around", "Covered the entire period when the dark-haired man was searching for something", "Completely overlapped with the dark-haired man's action of standing up" ]	Ended before the dark-haired man started to stand up	AS
01_001683_3	01_001683.mp4	What is the main action characteristic displayed by the yellow-haired girl wearing a red hairband in the video?	[ "Continuously jumping and clapping her hands", "Opening the refrigerator door and taking out a beverage container", "Frequently entering and exiting the doorway on the right side", "Bending down to pick up an item from the floor", "Engaging in verbal communication multiple times accompanied by body movements" ]	Engaging in verbal communication multiple times accompanied by body movements	HAC
01_001709_1	01_001709.mp4	What is the complete sequence of actions performed by the woman with green hair and a pink dress in the video?	[ "Lower her head→put down her hands→hug the woman in purple clothes", "Quickly turn around→reach out to touch the woman in purple clothes", "Run backward→hug the woman in purple clothes", "Hug the woman in purple clothes→suddenly run backward", "Continuously wave→quickly squat down→hug" ]	Run backward→hug the woman in purple clothes	AS
01_001709_2	01_001709.mp4	In which stage does the woman in purple clothes and a red skirt simultaneously complete the actions of lowering her head and hugging?	[ "Completely synchronized with the hugging action of the green-haired woman", "Before the green-haired woman starts running", "Occurs after the camera follow stops", "Only starts when the green-haired woman stops running", "Completed independently in the latter half of the video" ]	Completely synchronized with the hugging action of the green-haired woman	AS
01_001709_3	01_001709.mp4	According to the overall dynamics of the video, what compound action did the woman in purple clothing primarily perform?	[ "Continuously stood while adjusting clothing wrinkles", "Lowered her head and reciprocated the hug while being embraced", "Quickly turned to avoid physical contact with others", "Raised both hands signaling to stop camera following", "Maintained a bowed head position while continuously waving" ]	Lowered her head and reciprocated the hug while being embraced	HAC
01_001709_4	01_001709.mp4	What best summarizes the core interaction between the two subjects in the video?	[ "The two individuals continuously engage in a chasing game", "The green-haired woman unilaterally demonstrates running techniques", "A mutual embrace following a brief run", "A ceremonial bow led by the woman in purple", "Coordinating movement through gestural communication" ]	A mutual embrace following a brief run	HAC
01_001709_5	01_001709.mp4	At different moments, with which subjects or objects did the woman with green hair and a pink dress interact?	[ "Made contact with red shoes on the ground", "Made eye contact with an off-camera object", "Simultaneously interacted with two differently colored backpacks", "Did not directly interact with any subjects or objects", "Engaged in a hugging interaction with a woman in purple clothing" ]	Engaged in a hugging interaction with a woman in purple clothing	MAD
01_001709_6	01_001709.mp4	Regarding the interaction process between the green-haired woman and the purple-clothed woman depicted in the video, which of the following descriptions is accurate?	[ "The green-haired woman immediately initiates a hug after completing her run", "The purple-clothed woman remains upright and does not change her posture throughout the entire video", "The two women have a second hugging interaction in the latter half of the video", "The green-haired woman keeps her eyes closed the entire time during the hug", "The purple-clothed woman pushes the other party away before the hug" ]	The green-haired woman immediately initiates a hug after completing her run	MAD
01_001709_7	01_001709.mp4	When the green-haired woman initiates the hugging gesture, what physical change occurs in the woman in purple?	[ "Head remains upright while raising both hands", "Knees bend into a crouching position", "Upper body suddenly leans backward", "Head tilts downward with arms drooping", "Quickly turns around to face away from the hugger" ]	Head tilts downward with arms drooping	SAD
01_001709_8	01_001709.mp4	When the two women make physical contact, what is the hand gesture of the woman in purple?	[ "Continuously raised above shoulder height", "Clenched into fists placed at both sides of the waist", "Making a hugging motion around the other's back", "Naturally hanging down and remaining still", "Alternately patting the other's back" ]	Making a hugging motion around the other's back	SAD
01_001817_1	01_001817.mp4	What is the complete sequence of actions performed by the man wearing white clothes and red pants?	[ "Raise hand → Bend over → Lower hand → Walk to the left → Sit on the stool", "Bend over → Walk to the left → Sit on the stool → Raise hand → Lower hand", "Lower hand → Sit on the stool → Raise hand → Bend over → Walk to the left", "Walk to the left → Raise hand → Bend over → Lower hand → Sit on the stool", "Sit on the stool → Bend over → Raise hand → Walk to the left → Lower hand" ]	Raise hand → Bend over → Lower hand → Walk to the left → Sit on the stool	AS
01_001817_2	01_001817.mp4	Before the man with grey hair completes the action of sitting down, which subjects have already finished the sitting action?	[ "The man in grey clothes and the man in purple clothes", "The man in purple clothes and the man in white clothes", "Only the man in white clothes", "The man in grey clothes and the man in white clothes", "All three men complete the sitting action simultaneously" ]	The man in purple clothes and the man in white clothes	AS
01_001817_3	01_001817.mp4	What is the most central behavior throughout the entire video?	[ "Multiple men continuously walking to the left", "A man in white clothing waves his hand up and down repeatedly", "A bearded man runs quickly and then jumps", "A gray-haired man frequently adjusts his posture", "Multiple men wearing different colored clothes sitting down at different time points" ]	Multiple men wearing different colored clothes sitting down at different time points	HAC
01_001817_4	01_001817.mp4	Regarding the sequence of actions of the man wearing white clothes and red pants, which of the following correctly describes the changes in his state at different moments?	[ "Raise hands and bend down simultaneously, then walk left", "Bend down first, then walk left", "Raise hands first, then sit down", "Put down hands first, then sit down", "Walk left followed by sitting down twice consecutively" ]	Raise hands and bend down simultaneously, then walk left	MAD
01_001817_5	01_001817.mp4	At the beginning of the video, what two actions did the man in white perform simultaneously?	[ "Put his hand down and walked to the left", "Sat down and adjusted his clothes", "Talked to the man in purple", "Nodded three times consecutively", "Raised his hand and bent his waist" ]	Raised his hand and bent his waist	SAD
01_001892_1	01_001892.mp4	Which of the following is the complete behavior sequence of the purple-haired girl wearing glasses?	[ "Adjust glasses → Open pop-up book → Close pop-up book → Sway body → Spread arms", "Spread arms → Open pop-up book → Adjust glasses → Sway body → Close pop-up book", "Sway body → Adjust glasses → Spread arms → Open pop-up book → Close pop-up book", "Close pop-up book → Sway body → Adjust glasses → Open pop-up book → Spread arms", "Open pop-up book → Adjust glasses → Sway body → Close pop-up book → Spread arms" ]	Close pop-up book → Sway body → Adjust glasses → Open pop-up book → Spread arms	AS
01_001892_2	01_001892.mp4	What is the most prominent behavior demonstrated by the girl with purple hair, wearing glasses, and dressed in yellow throughout the entire video?	[ "Putting away the pop-up book", "Adjusting her glasses", "Speaking", "Opening the pop-up book", "Spreading her arms" ]	Speaking	HAC
01_001892_3	01_001892.mp4	What is the main dynamic behavior of the person wearing blue clothes, black pants, and blue shoes throughout the entire video?	[ "Body swaying", "Standing still", "Walking back and forth", "Sitting down", "Waving hands" ]	Body swaying	HAC
01_001892_4	01_001892.mp4	Based on the duration of actions, which of the following accurately reflects the most prolonged significant action in the video?	[ "The purple-haired girl keeps her arms spread out for a period of time", "The bespectacled individual adjusting their glasses has the longest duration", "The pop-up book takes more than half of the video's total duration from being closed to fully opened", "The person in blue remains standing throughout the entire video", "The girl's body swaying covers over 90% of the video's duration" ]	The person in blue remains standing throughout the entire video	MAD
01_001892_5	01_001892.mp4	What is the combination of two actions that the girl in yellow is simultaneously performing at the end of the video?	[ "Adjusting the position of her glasses and shaking her head", "Putting away the 3D book and shaking her shoulders", "Spreading her arms flat and shaking her forearms", "Continuing to talk and stomping her feet", "Opening the book cover and blinking" ]	Spreading her arms flat and shaking her forearms	SAD
02SK4_1	02SK4.mp4	What is the correct sequence of the man in the plaid shirt's complete actions in the video?	[ "Walk to the left → Lean over to look in the mirror → Raise hand to adjust glasses frame → Move the chair and sit down → Put down the materials → Pick up food and start eating", "Raise hand to adjust glasses frame → Walk to the left → Lean over to look in the mirror → Put down the materials → Move the chair and sit down → Pick up food and start eating", "Move the chair and sit down → Lean over to look in the mirror → Walk to the left → Raise hand to adjust glasses frame → Put down the materials → Turn head", "Raise hand to adjust glasses frame → Lean over to look in the mirror → Walk to the left → Move the chair and sit down → Turn head → Continue picking up food to eat", "Put down the materials → Walk to the left → Move the chair and sit down → Lean over to look in the mirror → Raise hand to adjust glasses frame → Pick up food and start eating" ]	Raise hand to adjust glasses frame → Walk to the left → Lean over to look in the mirror → Put down the materials → Move the chair and sit down → Pick up food and start eating	AS
02SK4_2	02SK4.mp4	The man in the plaid shirt, after moving the chair and sitting down, what does he do next?	[ "Lean over to look in the mirror", "Turn his head", "Continue to pick up food and eat", "Walk to the left", "Pick up the food and start eating" ]	Pick up the food and start eating	AS
02SK4_3	02SK4.mp4	What is the core behavior exhibited by the man in a checkered shirt and glasses throughout the video?	[ "Standing in front of the mirror repeatedly adjusting clothing and hairstyle", "Quickly moving horizontally back and forth across the room", "Holding documents and reading them for an extended period", "Moving a chair and sitting down then continuously engaging in eating actions", "Frequently adjusting the position and angle of the glasses frames" ]	Moving a chair and sitting down then continuously engaging in eating actions	HAC
02SK4_4	02SK4.mp4	Which of the following items did the man in the plaid shirt interact with multiple times in the video?	[ "glasses frame", "mirror", "chair", "documents", "food" ]	food	MAD
02_001212_1	02_001212.mp4	Which combination of actions did the boy in yellow perform?	[ "Put down the bucket and start walking to the right", "Shake the bucket and then put it down", "Continuously shake the bucket", "Shake the bucket while talking", "Stand still and put down the bucket" ]	Shake the bucket and then put it down	AS
02_001674_1	02_001674.mp4	Which option correctly describes the complete sequence of actions performed by the man in black clothes with a beard?	[ "raises hand → speaks → walks to the right", "speaks → raises hand → walks to the right", "walks to the right → raises hand → speaks", "speaks → walks to the right → raises hand", "raises hand → walks to the right → speaks" ]	speaks → raises hand → walks to the right	AS
02_001674_2	02_001674.mp4	During what period did the man in brown clothes with a goat beard move backward in the video?	[ "While he was speaking and gesturing with body movements", "After he stopped speaking and became completely still", "Before he began gesturing and moving his body", "When the camera panned right and the man in black started speaking", "Right before he quickly turned around and ran away from the camera" ]	While he was speaking and gesturing with body movements	AS
02_001674_3	02_001674.mp4	In the video, how does the main movement direction of the camera change?	[ "First moves to the left, then moves to the right", "Continuously moves to the left", "Continuously moves to the right", "Moves up and down", "Alternates left and right multiple times" ]	First moves to the left, then moves to the right	CM
02_001674_4	02_001674.mp4	What is the relationship between the direction of camera movement and the movement direction of the subject in the shot?	[ "When the camera moves to the left, the man in brown moves synchronously to the left", "When the camera moves to the right, the man in black walks synchronously to the right", "When the camera moves to the right, the man in brown jumps forward", "When the camera moves to the left, the man in black suddenly becomes stationary", "The direction of camera movement is always opposite to the movement direction of the subject" ]	When the camera moves to the right, the man in black walks synchronously to the right	CM
02_001674_5	02_001674.mp4	Throughout the video, what are the core actions of the two men respectively?	[ "The man in brown clothing moves backward and sways his body, while the man in black clothing moves to the right and raises his hand", "The man in brown clothing moves backward and speaks, while the man in black clothing raises his hand and speaks", "The man in brown clothing gestures and sways his body, while the man in black clothing moves to the right", "The man in brown clothing speaks and sways his body, while the man in black clothing speaks and moves to the right", "The man in brown clothing is speaking while gesturing and swaying his body, while the man in black clothing is speaking while raising his hand and moving to the right" ]	The man in brown clothing is speaking while gesturing and swaying his body, while the man in black clothing is speaking while raising his hand and moving to the right	HAC
02_001674_6	02_001674.mp4	Throughout the video, what is the primary combination of actions performed by the subjects during the camera movement?	[ "Two men alternately speaking and gesturing while the camera moves left and right", "A man speaking, gesturing, and swaying his body while the camera moves left; another man speaking, raising his hand, and walking while the camera moves right", "A man stepping backward while the camera moves left and walking right while the camera moves right", "A man continuously speaking accompanied by gestures during the camera movement", "Two men moving their bodies and gesturing during their respective camera movements" ]	A man speaking, gesturing, and swaying his body while the camera moves left; another man speaking, raising his hand, and walking while the camera moves right	HAC
02_001674_7	02_001674.mp4	Based on the dynamic details in the video, which of the following options accurately describes the overall action classification?	[ "Two men are stepping back and walking respectively", "Two men are interacting through gestures and body language", "Two men are speaking while making gestures and body movements under different camera orientations", "Two men are conversing during camera switches", "Two men are demonstrating different hand gestures during camera movement" ]	Two men are speaking while making gestures and body movements under different camera orientations	HAC
02_001674_8	02_001674.mp4	Which of the following descriptions about the action correlation between the two men matches the video dynamics?	[ "The two men simultaneously lifted one arm during the same time period", "The man in black replicated the hand gesture characteristics of the brown-clothed man while moving", "Their body sway amplitude synchronized and intensified with the camera movement direction", "The hand gesture rhythm of the brown-clothed man was positively correlated with the walking speed of the black-clothed man", "The backward movement of the brown-clothed man and the forward steps of the black-clothed man created spatial alternation" ]	The backward movement of the brown-clothed man and the forward steps of the black-clothed man created spatial alternation	MAD
02_001674_9	02_001674.mp4	During the rightward camera movement in the latter half of the video, which character completed a compound action?	[ "The man in brown stops speaking and steps back", "The man in black walks to the right alone", "The man in brown continues to sway his body", "The man in black simultaneously speaks and raises his hand", "Both men start speaking at the same time" ]	The man in black simultaneously speaks and raises his hand	SAD
03OQS_1	03OQS.mp4	What is the correct sequence of actions performed by the man in black clothes in the video?	[ "Bends down to pick up the bowl → holds the bowl with both hands → stands up → picks up a spoon and stirs the bowl → puts down the spoon", "Bends down to pick up the bowl → stands up → puts down the spoon → picks up a spoon and stirs the bowl → holds the bowl with both hands", "Stands up → bends down to pick up the bowl → holds the bowl with both hands → picks up a spoon and stirs the bowl → puts down the spoon", "Holds the bowl with both hands → bends down to pick up the bowl → stands up → puts down the spoon → picks up a spoon and stirs the bowl", "Bends down to pick up the bowl → stands up → picks up a spoon and stirs the bowl → puts down the spoon → holds the bowl with both hands" ]	Bends down to pick up the bowl → stands up → picks up a spoon and stirs the bowl → puts down the spoon → holds the bowl with both hands	AS
03OQS_2	03OQS.mp4	In the video, which set of actions constitutes the complete behavioral sequence of the man in blue clothing?	[ "Body swaying → Raising hand and walking to the right → Repeatedly throwing clothes onto the rope → Holding clothes and swaying", "Repeatedly throwing clothes onto the rope → Body swaying → Holding clothes and swaying → Raising hand and walking to the right", "Raising hand and walking to the right → Repeatedly throwing clothes onto the rope → Body swaying → Holding clothes and swaying", "Body swaying → Holding clothes and swaying → Repeatedly throwing clothes onto the rope → Raising hand and walking to the right", "Holding clothes and swaying → Raising hand and walking to the right → Body swaying → Repeatedly throwing clothes onto the rope" ]	Body swaying → Holding clothes and swaying → Repeatedly throwing clothes onto the rope → Raising hand and walking to the right	AS
03OQS_3	03OQS.mp4	What is the direction of the camera movement when describing the man in black clothes holding a bowl with both hands?	[ "Pan right", "Camera shake", "Pan lower left", "Pan upper right", "Pan left" ]	Pan left	CM
03OQS_4	03OQS.mp4	In the overall sequence of camera movement directions, which two consecutive actions occur after the man in black puts down the spoon?	[ "Left pan → Right pan", "Upper-right pan → Camera shake", "Lower-left pan → Upper-right pan", "Camera shake → Left pan", "Right pan → Camera shake" ]	Left pan → Right pan	CM
03OQS_5	03OQS.mp4	What is the core action of the man in black clothing throughout the video?	[ "Bending down to pick up a bowl and then continuously walking around", "Repeatedly throwing clothes on a rope and raising his hands", "Picking up a spoon to stir in the bowl and holding the bowl with both hands", "Continuously swaying his body while swinging clothes left and right with his hands", "Putting down the spoon and then starting to run quickly" ]	Picking up a spoon to stir in the bowl and holding the bowl with both hands	HAC
03OQS_6	03OQS.mp4	What is the main combination of actions performed by the man in blue in the video?	[ "Continuously shaking his body while holding clothes and swinging them left and right", "Bending over to stir food in a bowl and then putting down the spoon", "Holding a bowl with both hands and moving left and right following the camera", "Repeatedly throwing clothes onto a rope, raising his hands, and walking to the right", "Assisting the man in black by passing utensils" ]	Repeatedly throwing clothes onto a rope, raising his hands, and walking to the right	HAC
03OQS_7	03OQS.mp4	Which items did the man in black clothes interact with at different times?	[ "clothes and rope", "bowl and spoon", "bowl and clothes", "spoon and rope", "rope and bowl" ]	bowl and spoon	MAD
03XSP_1	03XSP.mp4	After the downward camera movement phase ends, what two consecutive actions does the man in the white shirt perform next?	[ "Bend down to pick up clothes → Stand up", "Step back to the left → Pick up shoes", "Place clothes on the chair → Turn right", "Walk forward → Bend down to touch something", "Put hands down → Walk to the left" ]	Bend down to pick up clothes → Stand up	AS
03XSP_2	03XSP.mp4	When the bald man in a white shirt steps back to the left, what is the direction of the camera movement?	[ "Upward movement", "Downward movement", "Camera shake", "Static", "Quick zoom" ]	Upward movement	CM
03XSP_3	03XSP.mp4	What are the main object interaction behaviors involving items in the video?	[ "Only operating and placing the mobile phone", "Picking up and placing clothes and shoes", "Repeated adjustment of chair positions", "Continuous cleaning of ground items", "Carrying and transferring personal belongings" ]	Picking up and placing clothes and shoes	HAC
03XSP_4	03XSP.mp4	Which items did the man in the white shirt interact with at different moments in the video?	[ "phone, chair, shoes", "clothes, shoes, hat", "phone, clothes, shoes", "phone, table, shoes", "clothes, chair, shoes" ]	phone, clothes, shoes	MAD
03XSP_5	03XSP.mp4	Regarding the hand movements of the man in the white shirt, which of the following accurately reflects their changes over multiple moments?	[ "One raising hand movement and two lowering hand movements", "Two raising hand movements and two lowering hand movements", "Two raising hand movements and one lowering hand movement", "Two bending movements and one turning right movement", "One turning right movement and two raising hand movements" ]	Two raising hand movements and two lowering hand movements	MAD
03XSP_6	03XSP.mp4	Which action explicitly describes the direct interaction between the bald man in the white top and the shoes?	[ "Bend down to pick up the shoes", "Throw the shoes into the distance", "Take off the shoes and arrange them", "Pick up the shoes and place them on a chair", "Kick the shoes with the foot" ]	Pick up the shoes and place them on a chair	SAD
03_001658_1	03_001658.mp4	In the video, what is the direction of the camera movement?	[ "The lens is stationary", "The lens is moving to the right", "The lens is moving to the left", "The lens is moving upward", "The lens is moving downward" ]	The lens is moving to the left	CM
03_001658_2	03_001658.mp4	The main actions of the girl with white hair, wearing white clothes, and a purple hairband in the video can be summarized as?	[ "Continuously shaking her head to the left beside the tree", "Quickly running from behind the tree to the left side", "Standing still and singing behind the tree", "Speaking behind the tree and then walking to the left", "Turning to the right while speaking and then leaving" ]	Speaking behind the tree and then walking to the left	HAC
03_001658_3	03_001658.mp4	Considering the overall movement and displacement, what does the girl's core activity involve?	[ "Repeatedly swaying left and right in a fixed position", "Quickly running back behind the tree from the left side", "Rotating around the tree multiple times and then remaining still", "Moving from a fixed position towards the left side", "Jumping behind the tree with both hands raised high" ]	Moving from a fixed position towards the left side	HAC
03_001658_4	03_001658.mp4	Which head movement did the girl with white hair, wearing white clothing and a purple hairband perform in the video?	[ "Head tilting to the right", "Nodding up and down three times", "Head tilting to the left", "Quickly shaking head left and right", "Head slightly moving up and down" ]	Head tilting to the left	SAD
03_001658_5	03_001658.mp4	Regarding the direction of the girl in white's movement, which of the following descriptions matches the dynamics in the video?	[ "Walking to the left", "Jogging to the right", "Circling around a tree", "Jumping forward twice", "Slowly stepping backward" ]	Walking to the left	SAD
04_001113_1	04_001113.mp4	What is the complete sequence of actions performed by the man wearing the gray tie in the video?	[ "Walks to the front left → speaks and pats the car → lowers his hand → turns head forward → turns right → squats down", "Turns head forward → speaks and pats the car → walks to the front left → lowers his hand → squats down → turns right", "Turns right → squats down → speaks and pats the car → walks to the front left → turns head forward → lowers his hand", "Walks to the front left → speaks and pats the car → turns head forward → lowers his hand → turns right → squats down", "Lowers his hand → turns right → squats down → walks to the front left → turns head forward → speaks and pats the car" ]	Walks to the front left → speaks and pats the car → turns head forward → lowers his hand → turns right → squats down	AS
04_001113_2	04_001113.mp4	When the man with the gray tie is walking to the front left, what does the man with the blue tie do during this time?	[ "Continuously gestures with hands and walks forward", "Stands in place talking and making gestures", "Squats down and turns head to look at the camera", "Moves to the right first, then walks forward and starts speaking", "Runs quickly and slaps the vehicle" ]	Moves to the right first, then walks forward and starts speaking	AS
04_001113_3	04_001113.mp4	What is the most prominent behavioral characteristic of the man with brown hair and a blue tie throughout the video?	[ "Moves briefly to the right first, then continues walking forward while gesturing and speaking", "Remains in a fixed position while explaining content with large gestures", "Suddenly squats down to inspect the ground, then quickly stands up", "Frequently runs quickly around the vehicle", "Faces away from the camera the entire time while adjusting clothing" ]	Moves briefly to the right first, then continues walking forward while gesturing and speaking	HAC
04_001113_4	04_001113.mp4	Which of the following interactions does the gray-haired man wearing a gray tie and black watch have with the vehicle at different times?	[ "Squatting down to inspect the vehicle's chassis with a tool", "Continuously holding onto the vehicle's side while walking", "Turning right to unlock the vehicle's trunk with a key", "Repeatedly wiping the vehicle's front windshield while lowering his hand", "Quickly slapping the vehicle's engine hood at the beginning of the video" ]	Quickly slapping the vehicle's engine hood at the beginning of the video	MAD
04_001677_1	04_001677.mp4	When the man in yellow starts drinking tea, what is the man in blue doing?	[ "Stops head movement and continues speaking", "Using hand gestures while speaking", "Speaking and turning his head", "Adjusting white fur collar clothing", "Picking up the teacup from the table" ]	Speaking and turning his head	AS
04_001677_2	04_001677.mp4	What is the core behavior of the man in blue clothes and black pants throughout the entire video?	[ "Continuously moving his head up and down rapidly", "Repeatedly picking up and putting down a teacup", "Exchanging items with the man in yellow clothes", "Continuously speaking with head movements", "Standing still without any body movements" ]	Continuously speaking with head movements	HAC
04_001746_1	04_001746.mp4	What is the complete sequence of actions performed by the man in red?	[ "Walk forward → Turn around forward → Turn left → Bend down → Reach out to pull the woman → Stand up", "Turn around forward → Bend down → Walk forward → Reach out to pull the woman → Turn left → Stand up", "Turn around forward → Walk forward → Turn left and bend down while reaching out to pull the woman → Stand up", "Walk forward → Turn left → Reach out to pull the woman → Bend down → Stand up → Turn around forward", "Turn around forward → Walk forward → Reach out to pull the woman → Turn left → Bend down → Stand up" ]	Turn around forward → Walk forward → Turn left and bend down while reaching out to pull the woman → Stand up	AS
04_001746_2	04_001746.mp4	When the woman in the purple dress is speaking, what is the direction of the camera movement?	[ "Moving upper right", "Moving downward", "Rotating", "Stationary", "Moving upward" ]	Moving upward	CM
04_001746_3	04_001746.mp4	When the man in red and the woman in purple dress stand up simultaneously, what is the camera movement direction?	[ "Move the camera upward", "Move the camera to the upper right", "Move the camera downward", "Zoom out the lens", "Shake the camera back and forth" ]	Move the camera to the upper right	CM
06R14_1	06R14.mp4	What is the complete sequence of actions performed by the man in gray clothes in the video?	[ "lie on the ground → cover his mouth and nose with his elbow → sneeze twice consecutively → lie back down", "cover his mouth and nose with his elbow → lie on the ground → sneeze twice consecutively → lie back down", "sneeze twice consecutively → lie on the ground → cover his mouth and nose with his elbow → lie back down", "lie on the ground → sneeze twice consecutively → cover his mouth and nose with his elbow → lie back down", "cover his mouth and nose with his elbow → sneeze twice consecutively → lie on the ground → lie back down" ]	lie on the ground → cover his mouth and nose with his elbow → sneeze twice consecutively → lie back down	AS
06R14_2	06R14.mp4	What action does the man in the gray shirt perform immediately after covering his mouth and nose with his elbow?	[ "Sneezes twice consecutively", "Sits up from the ground and rubs his eyes", "Turns to lie on his side and coughs", "Wipes his forehead with his fingers", "Crosses his arms in front of his chest" ]	Sneezes twice consecutively	AS
06R14_3	06R14.mp4	In the video, what changes occurred in the hand movements of the man wearing gray clothes and black pants when sneezing twice?	[ "Both times he covered his nose and mouth with his elbow maintaining the same posture", "First used palms to cover his face, second time used fists against his chin", "First covered nose and mouth with elbow, second time switched to pinching the bridge of his nose with fingers", "First used forearms to shield his face, second time let hands drop to both sides of his body", "Both times sneezed directly upward without using hand movements" ]	Both times he covered his nose and mouth with his elbow maintaining the same posture	MAD
06R14_4	06R14.mp4	Regarding the changes in body position of the man in gray clothes, which of the following descriptions is correct?	[ "Remained in a lying position without any change in position", "Turned from lying on the side to supine and then back to lying on the side", "Lay down, briefly sat up, and then lay down again", "Started and ended in a lying position without fully sitting up in between", "Remained seated throughout with only the upper body leaning back" ]	Started and ended in a lying position without fully sitting up in between	MAD
08F85_1	08F85.mp4	What is the complete sequence of actions performed by the man wearing a hat, gray coat, and black pants?	[ "Walk backward → Open cabinet door → Turn left → Search through items → Take out a bottle → Put back the bottle → Continue searching → Raise both hands", "Turn left → Walk backward → Open cabinet door → Search through items → Take out a bottle → Continue searching → Put back the bottle → Raise both hands", "Open cabinet door → Search through items → Walk backward → Turn left → Take out a bottle → Continue searching → Put back the bottle → Raise both hands", "Search through items → Take out a bottle → Continue searching → Put back the bottle → Walk backward → Turn left → Open cabinet door → Raise both hands", "Walk backward → Turn left → Open cabinet door → Search through items → Take out a bottle → Continue searching → Put back the bottle → Raise both hands" ]	Walk backward → Turn left → Open cabinet door → Search through items → Take out a bottle → Continue searching → Put back the bottle → Raise both hands	AS
08F85_2	08F85.mp4	Based on the duration and repetition characteristics of actions, which description best summarizes the subject's overall behavior?	[ "Multi-phase behavior involving spatial movement, item retrieval, and physical expression", "Quickly completes item retrieval and placement before concluding the operation", "Professional organizing behavior involving precise categorization and placement", "Mechanically repetitive motions primarily involving cabinet door operations", "Simple inspection of cabinet structural integrity" ]	Multi-phase behavior involving spatial movement, item retrieval, and physical expression	HAC
0ACZ8_1	0ACZ8.mp4	What is the complete sequence of actions performed by the man in black clothing?	[ "Turn around and then look in the mirror", "Tidy the bed and then look in the mirror", "Appear, look in the mirror, and then turn around", "Look in the mirror and then turn around", "Tidy the bed while turning around and then continue looking in the mirror" ]	Look in the mirror and then turn around	AS
0ACZ8_2	0ACZ8.mp4	What is the chronological order of the following three main actions?	[ "The man in white appears on the left side of the mirror → the man in black turns around → the man in dark blue starts making the bed", "The man in dark blue starts making the bed → the man in white appears → the man in black turns around", "The man in black turns around → the man in dark blue starts making the bed → the man in white appears", "The man in white appears → the man in dark blue starts making the bed → the man in black turns around", "The man in black turns around → the man in white appears → the man in dark blue starts making the bed" ]	The man in white appears on the left side of the mirror → the man in black turns around → the man in dark blue starts making the bed	AS
0ACZ8_3	0ACZ8.mp4	After a dolly out, how does the camera movement change direction?	[ "Dolly left", "Camera shake", "Dolly down", "Dolly in", "Static shot" ]	Camera shake	CM
0ACZ8_4	0ACZ8.mp4	When the man in white clothing appears on the left side of the mirror, what is the primary camera movement?	[ "Camera shake", "Backward movement", "Leftward movement", "Forward movement", "Downward movement" ]	Forward movement	CM
0ACZ8_5	0ACZ8.mp4	Which type of camera movement appears most frequently throughout the video?	[ "Camera shake", "Dolly in", "Dolly out", "Pan left", "Tilt down" ]	Camera shake	CM
0ACZ8_6	0ACZ8.mp4	Based on the overall video dynamics, how can the behavior of the man in dark blue clothes be accurately described?	[ "Synchronizing gestures with the man in black clothes", "Repeatedly entering and exiting the frame with brief appearances", "Assisting in adjusting the position of the mirror", "Facing the camera to display items", "Continuously arranging the bedding at the edge of the frame" ]	Continuously arranging the bedding at the edge of the frame	HAC
0ACZ8_7	0ACZ8.mp4	In the video, what is the main action accompanied by the man in black clothes looking at himself in the mirror?	[ "Adjusting his black pants", "Observing the TV screen in the mirror", "Conversing with the man in white clothes", "Turning around to adjust the mirror's angle", "Gesturing and talking to himself" ]	Gesturing and talking to himself	SAD

End of preview. Expand in Data Studio

A Comprehensive Benchmark for Fine-Grained Video Motion Understanding

🔥 News

2025.03.19 🌟 We released Favor-Bench, a new benchmark for fine-grained video motion understanding!

Introduction

Multimodal Large Language Models (MLLMs) have shown remarkable capabilities in video content understanding but still struggle with fine-grained motion comprehension. To comprehensively assess the motion understanding ability of existing MLLMs, we introduce FAVOR-Bench, comprising 1,776 videos with structured manual annotations of various motions. Our benchmark includes both close-ended and open-ended tasks. For close-ended evaluation, we carefully design 8,184 multiple-choice question-answer pairs spanning six distinct sub-tasks. For open-ended evaluation, we develop both a novel cost-efficient LLM-free and a GPT-assisted caption assessment method, where the former can enhance benchmarking interpretability and reproducibility. Comprehensive experiments with 21 state-of-the-art MLLMs reveal significant limitations in their ability to comprehend and describe detailed temporal dynamics in video motions. To alleviate this limitation, we further build FAVOR-Train, a dataset consisting of 17,152 videos with fine-grained motion annotations. The results of finetuning Qwen2.5-VL on FAVOR-Train yield consistent improvements on motion-related tasks of TVBench, MotionBench and our FAVOR-Bench. Comprehensive assessment results demonstrate that the proposed FAVOR-Bench and FAVOR-Train provide valuable tools to the community for developing more powerful video understanding models.

Evaluation Tasks

Dataset

License

Our dataset is under the CC-BY-NC-SA-4.0 license.

FAVOR-Bench is only used for academic research. Commercial use in any form is prohibited. We do not own the copyright of any raw video files.

If there is any infringement in FAVOR-Bench, please contact zhangl22@m.fudan.edu.cn or directly raise an issue, and we will remove it immediately.

FAVOR-Bench Videos

We provide all self-collected video clips from TV series and animations in this space.

For publically available videos, you could download them from the original address:

1. Charades: https://prior.allenai.org/projects/charades
2. EgoTaskQA: https://sites.google.com/view/egotaskqa

FAVOR-Train Videos

For videos originated from Koala36M, we provide their Youtube links and start&end time. You could download them with tools like yt-dlp.

For publically available videos, you could download them from the original address:

1. Charades-ego: https://prior.allenai.org/projects/charades-ego
2. EgoTaskQA: https://sites.google.com/view/egotaskqa
3. EgoExoLearn: https://huggingface.co/datasets/hyf015/EgoExoLearn
4. EgoExo4D: https://ego-exo4d-data.org/

For EgoExoLearn and EgoExo4D, you can crop the original videos according the start&end time provided in the JSON file by yourself.

JSON Files

For FAVOR-Bench, we provide both question-perspective and video-perspective dicts.

In the video-perspective file, each entry represents one video and we provide caption, camera motion, subject attributes, motion list, chronological motion list and all questions (question, options, correct answer, task type).

In question perspective, each entry represents a single question, including question, options, correct answer, task type, and the corresponding video name.

📈 Results

Model Comparision:

Benchmark Comparison:

Benchmark Statistics:

Data statistics of FAVOR-Bench. Left: Task type distribution across close-ended and open-ended evaluation in FAVOR-Bench. Middle: Distribution of motion numbers (motion sequence length) per video. Right: The word cloud statistics of motion vocabularies in FAVOR-Bench.

More data statistics of FAVOR-Bench. Left: Index distribution of correct answers for the close-ended tasks. For example, "(1)" indicates that the correct option is ranked first. Middle: Video duration distribution of FAVOR-Bench. Right: Question number distribution for videos of FAVOR-Bench.

Citation

If you find our work helpful for your research, please consider citing our work.

@misc{tu2025favor,
      title={FAVOR-Bench: A Comprehensive Benchmark for Fine-Grained Video Motion Understanding},
      author={Chongjun Tu and Lin Zhang and Pengtao Chen and Peng Ye and Xianfang Zeng and Wei Cheng and Gang Yu and Tao Chen},
      year={2025},
      eprint={2503.14935},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}

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