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Video-to-Text Retrieval on MSVD

88.4R@1

PEAV-L

Updated 7d ago

Evaluation Results

Method
PEAV-L 2025.12	88.4	-	-	-	-	-	-	-
PEAV-B 2025.12	87.6	-	-	-	-	-	-	-
PEAV-B 2025.12	87.6	-	-	-	-	-	-	-
PEAV-L 2025.12	87.6	-	-	-	-	-	-	-
PEAV-S 2025.12	87.5	-	-	-	-	-	-	-
PEAV-S 2025.12	86.4	-	-	-	-	-	-	-
VidVec 2026.02	85.7	-	-	-	-	-	-	-
VidVec-O 2026.02	85.7	95.5	97.8	-	-	-	-	-
PE-Core-G 2026.02	85.4	-	-	-	-	-	-	-
PE-G 2025.12	85.4	-	-	-	-	-	-	-
PE-coreG 2026.05	85.4	-	-	-	-	-	-	-
InternVideo2s2-6B 2024.03	85.2	-	-	-	-	-	-	-
InternVideo2 2025.12	83.3	-	-	-	-	-	-	-
InternVideo2-1B 2026.05	83.3	-	-	-	-	-	-	-
InternVideo2-6B 2026.02	83.1	-	-	-	-	-	-	-
B3 2026.02	83.1	95.2	97.2	-	-	-	-	-
UMT-L 2024.03	82.4	-	-	-	-	-	-	-
PE-L 2025.12	82.4	-	-	-	-	-	-	-
PE-coreL 2026.05	82.4	-	-	-	-	-	-	-
VLM2Vec-V2 2026.02	82.1	95.1	97.5	-	-	-	-	-
UniME-V2 2026.02	81.8	93.4	95.5	-	-	-	-	-
VLM2Vec 2026.02	81.3	93.1	95.7	-	-	-	-	-
LamRA 2026.02	81.2	92.5	95.5	-	-	-	-	-
VidLA-B/16 2024.03	80.3	97.2	98.4	-	-	-	92	-
LanguageBind 2025.12	78.8	-	-	-	-	-	-	-
Gemini Embedding 2 2026.05	77.92	-	-	-	-	-	-	-
VidLA-B/32 2024.03	77.4	96	98.7	-	-	-	90.7	-
MMRet-v1.5 2026.02	77.2	90.9	93.4	-	-	-	-	-
PE-coreB 2026.05	76.7	-	-	-	-	-	-	-
InternVideo 2022.12	76.3	-	-	-	-	-	-	-
InternVideo (ViT-L) 2024.03	76.3	-	-	-	-	-	-	-
UNITE 2026.02	76.1	91.3	94.6	-	-	-	-	-
UMT-L 2026.02	75.4	-	-	-	-	-	-	-
ViCLIP 2026.02	75.1	-	-	-	-	-	-	-
SigLIP2-g-opt 2025.12	74.6	-	-	-	-	-	-	-
SigLIP-2-g-opt 2026.05	74.6	-	-	-	-	-	-	-
UMT-L 2025.12	74.5	-	-	-	-	-	-	-
SigLIP2-L/16 2025.12	74.2	-	-	-	-	-	-	-
SigLIP-2-L/16 2026.05	74.2	-	-	-	-	-	-	-
UMT 2024.03	74	94.6	97.3	-	-	-	88.6	-
LanguageBind 2026.02	72	-	-	-	-	-	-	-
LanguageBind (CLIP-H/14) 2026.05	72	-	-	-	-	-	-	-
ImageBind 2025.12	70.9	-	-	-	-	-	-	-
VidLA-B/16 2024.03	68.8	93.4	96.2	-	-	-	86.1	-
DRL 2024.03	68.7	92.5	95.6	-	-	-	85.6	-
CenterCLIP 2024.03	68.4	90.1	95	-	-	-	84.5	-
HunYuan_tvr 2022.06	68	-	-	-	-	-	-	-
Uni-Perceiver-L + Conditional MoEs 2022.06	67.6	-	-	-	-	-	-	-
InternVideo 2022.12	67.6	-	-	-	-	-	-	-
InternVideo-L 2026.02	67.6	-	-	-	-	-	-	-
SigLIP-2-B/16 2026.05	67.2	-	-	-	-	-	-	-
X-CLIP 2022.07	66.8	90.4	-	-	4.2	-	-	-
X-CLIP 2022.12	66.8	-	-	-	-	-	-	-
X-CLIP 2026.05	66.8	-	-	-	-	-	-	-
VidLA-B/32 2024.03	66.5	92.4	95.6	-	-	-	84.8	-
Uni-Perceiver-L + Conditional MoEs 2022.06	66.4	-	-	-	-	-	-	-
Uni-Perceiver-B + Conditional MoEs 2022.06	65.6	-	-	-	-	-	-	-
Uni-Perceiver-L 2022.06	65.5	-	-	-	-	-	-	-
Uni-Perceiver-L 2022.06	65.2	-	-	-	-	-	-	-
Uni-Perceiver-B + Conditional MoEs 2022.06	65	-	-	-	-	-	-	-
CenterCLIP 2024.03	63.5	86.4	92.6	-	-	-	80.8	-
OmniRetriever-7B 2026.05	63.33	-	-	-	-	-	-	-
CLIP 2022.12	63.3	-	-	-	-	-	-	-
CLIP4Clip-seqTransf 2022.07	63.2	87.2	-	-	4.2	-	-	-
CLIP4Clip-MeanP 2022.07	62.9	87.2	-	-	4.2	-	-	-
Uni-Perceiver-B 2022.06	62.8	-	-	-	-	-	-	-
Uni-Perceiver-B 2022.06	62.7	-	-	-	-	-	-	-
DRL 2024.03	62.3	86.3	92.2	-	-	-	80.3	-
CLIP4Clip-seqTransf 2022.07	62	87.3	-	-	4.3	-	-	-
CLIP4Clip 2023.03	62	87.3	92.6	1	4.3	241.9	-	-
CLIP4Clip 2024.03	62	87.3	92.6	-	-	-	80.6	-
CLIP4Clip-seqTransf 2021.06	62	87.3	92.6	1	4.3	-	-	-
DiffusionRet 2023.03	61.9	88.3	92.9	1	4.5	243.1	-	-
DiffusionRet 2024.03	61.9	88.3	92.9	-	-	-	81	-
X-CLIP 2022.07	60.9	87.8	-	-	4.7	-	-	-
DiffusionRet 2023.03	60.3	86.4	92	1	4.5	238.7	-	-
CLIP 2021.02	59.9	85.2	90.7	1	-	-	-	-
CLIP-straight 2022.07	59.9	85.2	-	-	-	-	-	-
CLIP 2021.06	59.9	85.2	90.7	1	-	-	-	-
CLIP2Video 2021.06	58.7	85.6	91.6	1	4.3	-	-	-
HAT-VTR 2026.02	57.91	85.97	92.39	-	-	-	-	-
CLIP4Clip-MeanP 2022.07	56.6	79.7	-	-	7.6	-	-	-
CLIP4Clip-meanP 2021.06	56.6	79.7	84.3	1	7.6	-	-	-
CLIP4Clip 2026.05	56	-	-	-	-	-	-	-
HAT-VTR 2026.02	55.67	82.99	91.49	-	-	-	-	-
Tent 2026.02	54.63	85.22	91.79	-	-	-	-	-
Xpool 2026.02	54.48	85.22	91.49	-	-	-	-	-
EATA 2026.02	54.48	85.97	91.79	-	-	-	-	-
SAR 2026.02	54.33	85.22	91.64	-	-	-	-	-
TCR 2026.02	54.33	84.93	92.39	-	-	-	-	-
EMCL-Net 2023.03	54.3	81.3	88.1	1	5.6	223.7	-	-
READ 2026.02	54.18	85.37	91.64	-	-	-	-	-
LanguageBind 2023.10	54.1	81.1	88.1	-	-	-	-	-
CLIP4Clip 2026.02	54.03	83.43	90.9	-	-	-	-	-
Tent 2026.02	54.03	83.58	90.9	-	-	-	-	-
LanguageBind 2023.10	53.9	80.4	87.8	-	-	-	-	-
EATA 2026.02	53.88	82.99	90.9	-	-	-	-	-
SAR 2026.02	53.73	83.28	90.75	-	-	-	-	-
READ 2026.02	53.58	83.28	90.9	-	-	-	-	-
LanguageBind 2023.10	53.5	80.5	87.5	-	-	-	-	-

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