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Text-to-Video Retrieval on MSVD

71.9R@1

UMT

Updated 2d ago

Evaluation Results

Method
UMT 2024.03	71.9	94.5	97.8	-	-	-	-
mPLUG2+ 2025.12	69.1	84.5	93.8	-	-	-	-
mPLUG2+ 2025.12	66.8	82.7	90.3	-	-	-	-
mPLUG2 2025.12	65.3	82	90.6	-	-	-	-
mPLUG2 2025.12	62.1	77.3	87.9	-	-	-	-
InternVideo2s2-6B 2024.03	61.4	-	-	-	-	-	-
VidVec 2026.02	60.9	-	-	-	-	-	-
PEAV-B 2025.12	60.8	-	-	-	-	-	-
PEAV-L 2025.12	60.8	-	-	-	-	-	-
PEAV-B 2025.12	60.7	-	-	-	-	-	-
PEAV-L 2025.12	60.5	-	-	-	-	-	-
PEAV-S 2025.12	60.1	-	-	-	-	-	-
PEAV-S 2025.12	59.8	-	-	-	-	-	-
PE-Core-G 2026.02	59.7	-	-	-	-	-	-
PE-G 2025.12	59.7	-	-	-	-	-	-
InternVideo2_S2-6B 2024.12	59.3	84.4	89.6	-	-	-	-
InternVideo2-6B 2026.02	59.3	-	-	-	-	-	-
InternVideo2_s2-6B 2025.07	59.3	84.4	89.6	-	-	-	-
CLIP2video 2022.06	58.7	-	-	-	-	-	-
InternVideo 2023.05	58.4	84.5	90.4	-	-	233.3	-
InternVideo 2023.03	58.4	84.5	90.4	-	-	-	-
InternVideo(ViT-L) 2024.03	58.4	84.5	90.4	-	-	-	-
InternVideo 2024.03	58.4	-	-	-	-	-	-
UMT-L 2023.03	58.2	83.9	89.6	-	-	-	-
UMT-L 2024.03	58.2	-	-	-	-	-	-
UMT-L 2024.03	58.2	-	-	-	-	-	-
InternVideo2 2025.12	58.1	-	-	-	-	-	-
UMT-L + vid-TLDR 2024.03	57.9	-	-	-	-	-	-
VLAB_G 2023.05	57.5	83.6	89.9	-	-	231.1	-
UMT-L 2023.03	57.4	83	88.5	-	-	-	-
PE-L 2025.12	57.2	-	-	-	-	-	-
VidLA 2024.03	55.9	82.3	88.3	-	-	-	-
SigLIP2-g-opt 2025.12	55.8	-	-	-	-	-	-
LanguageBind 2025.12	55.6	-	-	-	-	-	-
VLAB_L 2023.05	55.4	82.5	89.2	-	-	227.1	-
U-MARVEL 2025.07	54.6	80.9	87.7	-	-	-	-
FluxViT-B 2025.03	54.2	-	-	-	-	-	-
LanguageBind-L 2025.03	54.1	-	-	-	-	-	-
LanguageBind-H 2025.03	53.9	-	-	-	-	-	-
LanguageBind 2026.02	53.9	-	-	-	-	-	-
FluxViT-B 2025.03	53.8	-	-	-	-	-	-
UMT-L 2023.03	53.7	80.5	86.8	-	-	-	-
SigLIP2-L/16 2025.12	53.7	-	-	-	-	-	-
FluxViT-B 2025.03	53.4	-	-	-	-	-	-
NarVid 2025.03	53.1	81.4	88.8	-	-	-	-
U-MARVEL+ 2025.07	53.1	79.9	87.1	-	-	-	-
LLaVE-7B 2025.07	52.9	80.1	87	-	-	-	-
FluxViT-B 2025.03	52.8	-	-	-	-	-	-
HunYuan_tvr 2022.06	52.7	-	-	-	-	-	-
VidLA 2024.03	52.7	80.4	87	-	-	-	-
OmniVL 2023.05	52.4	79.5	85.4	-	-	217.3	-
LamRA 2024.12	52.4	79.8	87	-	-	-	-
LamRA 2025.07	52.4	79.8	87	-	-	-	-
Uni-Perceiver-L + Conditional MoEs 2022.06	52.3	-	-	-	-	-	-
FluxViT-B 2025.03	52.1	-	-	-	-	-	-
BridgeFormer 2024.03	52	82.8	90	-	-	-	-
Cap4Video 2024.03	51.8	80.8	88.3	-	-	-	-
Cap4Video 2025.03	51.8	80.8	88.3	-	-	-	-
VidLA 2024.03	51.5	79.9	86.9	-	-	-	-
Uni-Perceiver-L 2022.06	50.8	-	-	-	-	-	-
UMT-B 2023.03	50.8	79.7	86.2	-	-	-	-
UMT-B 2024.03	50.8	-	-	-	-	-	-
FluxViT-B 2025.03	50.7	-	-	-	-	-	-
UMT-B + vid-TLDR 2024.03	50.5	-	-	-	-	-	-
X-CLIP 2022.07	50.4	80.6	-	-	8.4	-	-
X-CLIP 2023.05	50.4	80.6	-	-	-	-	-
Uni-Perceiver-L + Conditional MoEs 2022.06	50.3	-	-	-	-	-	-
LAVENDER 2023.05	50.1	79.6	87.2	-	-	216.9	-
LAVENDER 2023.03	50.1	79.6	87.2	-	-	-	-
LAVENDER 2024.03	50.1	-	-	-	-	-	-
DCR 2023.05	50	81.5	89.5	-	-	221	-
DRL 2024.03	50	81.5	89.5	-	-	-	-
UMT-L 2024.12	49.9	77.7	85.3	-	-	-	-
UMT-L 2026.02	49.9	-	-	-	-	-	-
UMT-L 2025.07	49.9	77.7	85.3	-	-	-	-
CAMoE 2021.09	49.8	79.2	87	9.4	-	-	-
CAMOE 2024.03	49.8	79.2	87	-	-	-	-
UATVR 2024.03	49.7	79	87.3	-	-	-	-
FluxViT-S 2025.03	49.7	-	-	-	-	-	-
UATVR 2025.03	49.7	79	87.3	-	-	-	-
UMT-B 2023.03	49.6	78.5	85.7	-	-	-	-
VLM2Vec 2025.07	49.5	77.5	85.7	-	-	-	-
FluxViT-S 2025.03	49.4	-	-	-	-	-	-
ViCLIP 2024.12	49.1	-	-	-	-	-	-
InternVideo2-B 2025.03	49.1	-	-	-	-	-	-
ViClip-L 2025.03	49.1	-	-	-	-	-	-
ViCLIP 2026.02	49.1	-	-	-	-	-	-
ViCLIP 2025.07	49.1	-	-	-	-	-	-
UMT-L 2025.03	49	-	-	-	-	-	-
UMT-L 2025.12	49	-	-	-	-	-	-
TPM-CL 2023.09	48.7	78.4	86.3	2	9.8	213.4	-
Uni-Perceiver-L 2022.06	48.6	-	-	-	-	-	-
VidLA 2024.03	48.6	77.9	85.7	-	-	-	-
FluxViT-S 2025.03	48.5	-	-	-	-	-	-
DRL 2024.03	48.3	79.1	87.3	-	-	-	-
FluxViT-S 2025.03	48.1	-	-	-	-	-	-
DiffusionRet 2023.03	47.9	77.2	84.8	2	15.6	209.9	-
ImageBind 2025.12	47.9	-	-	-	-	-	-
Uni-Perceiver-B + Conditional MoEs 2022.06	47.8	-	-	-	-	-	-
CenterCLIP 2024.03	47.6	77.5	86	-	-	-	-

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