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Video-to-Text Retrieval on ActivityNet

58.2R@1

VideoMatch

Updated 2d ago

Evaluation Results

Method
VideoMatch 2021.10	58.2	88.1	1	-	-	-	-
HSE 2021.10	44.2	76.7	2	-	-	-	-
Dense full 2021.10	18	36	32	-	-	-	-
FSE 2021.10	16.7	43.1	7.3	-	-	-	-
No Context 2021.10	7	18	56	-	-	-	-
InternVideo2s2-6B 2024.03	0.697	-	-	-	-	-	-
GRAM Model 2024.12	0.669	-	-	-	-	95.4	-
GRAM Model 2024.12	0.669	-	-	-	-	-	-
VAST 2024.12	0.667	-	-	-	-	95.3	-
VAST 2024.12	0.667	-	-	-	-	-	-
UMT-L 2024.12	0.646	-	-	-	-	-	-
GRAM Model 2024.12	0.646	-	-	-	-	95.1	-
GRAM Model 2024.12	0.646	-	-	-	-	-	-
UMT-L 2024.03	0.644	-	-	-	-	-	-
UMT-L 2024.12	0.644	-	-	-	-	-	-
InternVideo 2022.12	0.628	-	-	-	-	-	-
InternVideo-L 2024.12	0.628	-	-	-	-	-	-
UniAlign* 2026.02	0.525	-	-	-	-	-	-
MAMA 2026.01	0.523	0.808	-	-	-	0.901	-
UniAlign 2026.02	0.517	-	-	-	-	-	-
GRAM 2024.12	0.509	-	-	-	-	-	-
GRAM Model 2024.12	0.509	-	-	-	-	0.854	-
Vid2Seq 2026.01	0.509	0.795	-	-	-	0.896	-
EMCL-Net 2022.11	0.506	0.789	1	-	0.984	-	-
GRAM 2024.12	0.504	-	-	-	-	-	-
GRAM Model 2024.12	0.504	-	-	-	-	0.858	-
GRAM 2026.02	0.504	-	-	-	-	-	-
LaViLa 2026.01	0.503	0.787	-	-	-	0.884	-
CLIP-ViP 2026.01	0.502	0.783	-	-	-	0.875	-
CAMoE 2021.09	0.499	0.774	-	-	-	-	-
ViCLIP 2024.03	0.481	-	-	-	-	-	-
ViCLIP 2024.12	0.481	-	-	-	-	-	-
ViCLIP 2024.12	0.481	-	-	-	-	-	-
VideoPrism-b 2024.12	0.479	-	-	-	-	-	-
VideoPrism-b 2024.12	0.479	-	-	-	-	-	-
VideoPrism-b 2026.02	0.479	-	-	-	-	-	-
VindLU 2026.01	0.471	0.775	-	-	-	0.866	-
VAST 2024.12	0.468	-	-	-	-	-	-
VAST 2024.12	0.468	-	-	-	-	0.774	-
VAST 2026.02	0.468	-	-	-	-	-	-
X-CLIP 2022.12	0.464	-	-	-	-	-	-
EMCL-Net 2022.11	0.427	0.74	2	-	0.983	-	-
CLIP4Clip 2026.01	0.426	0.734	-	-	-	0.856	-
CLIP4Clip 2022.11	0.425	0.741	2	-	0.981	-	-
DRL 2026.01	0.422	0.74	-	-	-	0.862	-
CLIP4Clip 2022.12	0.416	-	-	-	-	-	-
CLIP4Clip 2024.03	0.416	-	-	-	-	-	-
CLIP4Clip 2024.12	0.416	-	-	-	-	-	-
CLIP4Clip 2024.12	0.416	-	-	-	-	-	-
LanguageBind 2023.10	0.41	0.684	-	-	-	0.8	-
UMT-L 2024.12	0.394	-	-	-	-	-	-
UMT-L 2024.12	0.394	-	-	-	-	-	-
UMT-L 2026.02	0.394	-	-	-	-	-	-
LanguageBind 2024.12	0.391	-	-	-	-	-	-
LanguageBind 2024.12	0.391	-	-	-	-	0.811	-
LanguageBind 2026.02	0.391	-	-	-	-	-	-
Full 2022.11	0.389	0.701	2	8.4	-	0.819	-
LanguageBind 2023.10	0.384	0.666	-	-	-	0.779	-
LanguageBind 2023.10	0.369	0.651	-	-	-	0.772	-
VoPF+P 2022.11	0.363	0.659	3	10.1	-	0.792	-
VoPF+C 2022.11	0.356	0.659	3	10.4	-	0.778	-
VoPF 2022.11	0.355	0.651	3	10.2	-	0.774	-
LanguageBind 2023.10	0.351	0.634	-	-	-	0.766	-
VoPP 2022.11	0.348	0.65	3	10.7	-	0.782	-
VideoCoCa 2023.10	0.345	0.632	-	-	-	0.766	-
VideoCoCa 2024.12	0.345	-	-	-	-	0.766	-
VoPC 2022.11	0.342	0.648	3	10.7	-	0.784	-
Bias 2022.11	0.337	0.638	3	11.4	-	0.776	-
VoP 2022.11	0.337	0.647	3	11.1	-	0.772	-
AdapterFFN 2022.11	0.336	0.639	3	11.1	-	0.773	-
Partial 2022.11	0.334	0.646	3	10.2	-	0.778	-
AdapterATTN 2022.11	0.333	0.636	3	11.3	-	0.771	-
VideoCoCa 2024.12	0.33	-	-	-	-	-	-
VideoCoCa 2026.02	0.33	-	-	-	-	-	-
UMT 2023.10	0.319	0.692	-	-	-	0.72	-
UMT 2024.12	0.319	-	-	-	-	0.72	-
InternVideo 2022.12	0.314	-	-	-	-	-	-
InternVideo-L 2024.12	0.314	-	-	-	-	-	-
InternVideo-L 2024.12	0.314	-	-	-	-	-	-
InternVideo-L 2026.02	0.314	-	-	-	-	-	-
Proj 2022.11	0.311	0.606	3	13.1	-	0.746	-
InternVideo 2023.10	0.307	-	-	-	-	-	-
MMT 2020.07	0.289	0.611	4	17.1	0.943	-	-
CLIP 2024.03	0.269	-	-	-	-	-	-
Support-Set 2022.11	0.255	0.573	3	-	0.935	-	-
T2VLAD 2022.11	0.241	0.566	4	-	0.941	-	-
ViCLIP 2024.12	0.24	-	-	-	-	-	-
ViCLIP 2024.12	0.24	-	-	-	-	-	-
ViCLIP 2026.02	0.24	-	-	-	-	-	-
MMT 2022.11	0.229	0.548	4.3	-	0.931	-	-
MMT 2020.07	0.229	0.548	4.3	21.2	0.931	-	-
CLIP 2022.12	0.207	-	-	-	-	-	-
HSE 2020.07	0.187	0.481	-	-	-	-	-
CE 2022.11	0.177	0.466	6	-	0.909	-	-
CE 2020.07	0.177	0.466	6	24.4	0.909	-	-
FSE 2020.07	0.167	0.431	7	-	0.884	-	-
VIOLET 2026.01	0.158	0.398	-	-	-	0.548	-
Random baseline 2020.07	0.0002	0.001	2,458.5	2,458.5	0.0102	-	-
LSTM-YT 2021.10	0	7	98	-	-	-	-
CLIP 2024.03	-	-	-	-	-	-	0.132

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