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Video Question Answering on MSR-VTT

94.4AccuracyInternVideo2_s2 6B
-3.20422.135547.47572.8145May 20, 2021Nov 8, 2021Apr 30, 2022Oct 20, 2022Apr 11, 2023Oct 1, 2023Mar 22, 2024

Evaluation results

MethodLinks
InternVideo2_s2 6BZero-shot=true2024.0394.4
InternVideoZero-shot=true2024.0393.4
VideoCLIPEvaluation Protocol=Fine-tuned2021.0992.1
VIOLETZero-shot=true2024.0391.9
VLMEvaluation protocol=Pairwise Matching2021.0591.64
ClipBERTEvaluation Protocol=Supervised2021.0988.2
ActBERTEvaluation Protocol=Supervised2021.0985.7
ActBERTEvaluation protocol=Pairwise Matching2021.0585.7
JSFusionEvaluation Protocol=Supervised2021.0983.4
JSFusionEvaluation protocol=Joint Retrieval2021.0583.4
MLBEvaluation Protocol=Supervised2021.0976.1
VideoCLIPEvaluation Protocol=Zero-shot2021.0973.9
VSE-LSTMEvaluation Protocol=Supervised2021.0967.3
CT-SANEvaluation Protocol=Supervised2021.0966.4
EITanqueEvaluation Protocol=Supervised2021.0965.5
SNUVLEvaluation Protocol=Supervised2021.0965.4
C+LSTM+SA-FC7Evaluation Protocol=Supervised2021.0960.2
PaLI-3number of frames=162023.1049.3
mPLUG-2number of frames=162023.1048
Flamingo2023.0547.4
FlamingoVideo-language pretraining=true2023.1247.4
PaLI-XNumber of frames=162023.0547.1
PaLI-XNumber of frames=82023.0546.9
mPLUG2-BVideo-language pretraining=true2023.1246.3
HiTeAVideo-language pretraining=true2023.1245.4
RTQVideo-language pretraining=false2023.1242.1
ALPRO#video_PT=2M, #video_FT=full-shot2022.0542.1
MV-GPTVideo-language pretraining=true2023.1241.7
COVGTVideo-language pretraining=true2023.1240
HQGAVideo-language pretraining=false2023.1238.6
LSTM-fusionEvaluation Protocol=Supervised2021.0938.3
IGVVideo-language pretraining=false2023.1238.3
COVGTVideo-language pretraining=false2023.1238.3
ATPVideo-language pretraining=false2023.1234.3
Flamingo-80B#video_PT=27M, #video_FT=8-shot2022.0527.6
Flamingo-80B#video_PT=27M, #video_FT=4-shot2022.0523.9
VidIL#video_PT=0, #video_FT=5-shot2022.0521.2
Flamingo-3B#video_PT=27M, #video_FT=8-shot2022.0519.6
BLIP_VQA#video_PT=0, #video_FT=0-shot2022.0519.2
Flamingo-3B#video_PT=27M, #video_FT=4-shot2022.0514.9
BLIP#video_PT=0, #video_FT=5-shot2022.050.84
BLIP#video_PT=0, #video_FT=0-shot2022.050.55