Datasets:

Srikant86
/

MVTamperBenchSample

video stringlengths 9 44	question stringclasses 1 value	candidates sequencelengths 2 2	answer stringclasses 2 values	tamper_type stringclasses 6 values
140639.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
140639_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
140639_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
140639_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
140639_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
140639_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
188476.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
188476_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
188476_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
188476_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
188476_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
188476_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
3478.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
3478_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
3478_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
3478_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
3478_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
3478_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
181302.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
181302_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
181302_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
181302_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
181302_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
181302_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
116953.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
116953_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
116953_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
116953_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
116953_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
116953_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
204524.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
204524_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
204524_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
204524_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
204524_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
204524_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
62735.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
62735_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
62735_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
62735_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
62735_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
62735_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
108982.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
108982_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
108982_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
108982_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
108982_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
108982_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
141992.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
141992_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
141992_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
141992_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
141992_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
141992_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
24255.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
24255_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
24255_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
24255_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
24255_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
24255_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
158538.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
158538_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
158538_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
158538_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
158538_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
158538_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
121823.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
121823_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
121823_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
121823_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
121823_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
121823_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
9741.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
9741_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
9741_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
9741_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
9741_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
9741_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
217180.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
217180_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
217180_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
217180_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
217180_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
217180_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
211030.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
211030_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
211030_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
211030_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
211030_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
211030_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
74411.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
74411_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
74411_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
74411_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate
74411_middle_tampered_substitution_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	substitution
74411_middle_tampered_dropping_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	dropping
86438.webm	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	No	original
86438_middle_tampered_masking_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	masking
86438_middle_tampered_repetition_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	repetition
86438_middle_tampered_rotate_1sec.mp4	Does this video exhibit any signs of tampering, such as corruption, blackouts, rotated frames, repeated frames, or swapped frames?	[ "Yes", "No" ]	Yes	rotate

End of preview. Expand in Data Studio

Proposed MVTamperBench, a novel benchmark that systematically evaluates the adversarial robustness of VLMs against video specific tampering techniques, with a focus on temporal reasoning and multimodal coherence.

Dataset Description

MVTamperBench applies five distinct tampering techniques to the original MVBench videos: Dropping, Masking, Substitution, Repetition, and Rotation. Each tampering effect introduces unique adversarial challenges to test VLM robustness under various conditions

Tampering Techniques

Dropping: Removes a 1-second segment, creating temporal discontinuity.
Masking: Overlays a black rectangle on a 1-second segment, simulating visual data loss.
Rotation: Rotates a 1-second segment by 180 degrees, introducing spatial distortion.
Substitution: Replaces a 1-second segment with a random clip from another video, disrupting the temporal and contextual flow.
Repetition: Repeats a 1-second segment, introducing temporal redundancy.

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4,440