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ResearchFormerly WizWand

Text-to-Video Retrieval on MSVD (zero-shot)

83.3Recall@1InternVideo2-1B
34.31647.03359.7572.467Mar 28, 2023Oct 6, 2023Apr 16, 2024Oct 25, 2024May 6, 2025Nov 14, 2025May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
InternVideo2-1BSetting=ZS2026.0583.3
Gemini Embedding 2Setting=ZS2026.0577.9
Gemini Embedding 2Setting=ZS2026.0577.1
PE-core familySetting=ZS2026.0576.7
LanguageBind (CLIP-H/14)Setting=ZS2026.0572
SigLIP-2 familySetting=ZS2026.0567.2
OmniRetriever-7BSetting=ZS2026.0566.9
X-CLIPSetting=FT2026.0566.8
OmniRetriever-7BSetting=ZS2026.0563.3
InternVideo2-1BSetting=ZS2026.0558.1
CLIP4ClipSetting=FT2026.0556
Omni-Embed-NemotronSetting=ZS2026.0555.8
LanguageBind (CLIP-H/14)Setting=ZS2026.0553.9
X-CLIPSetting=FT2026.0550.4
PE-core familySetting=ZS2026.0550.4
UMT-L#Pairs=17M, Zero-shot=true2023.0349.9
Omni-Embed-NemotronSetting=ZS2026.0549.2
UMT-L#Pairs=25M, Zero-shot=true2023.0349
SigLIP-2 familySetting=ZS2026.0549
CLIP4ClipSetting=FT2026.0546.2
UMT-L#Pairs=5M, Zero-shot=true2023.0344.4
InternVideo#Pairs=646M, Zero-shot=true2023.0343.4
UMT-B#Pairs=25M, Zero-shot=true2023.0342.3
UMT-B#Pairs=17M, Zero-shot=true2023.0341.4
CLIP4Clip#Pairs=400M, Zero-shot=true2023.0336.2
UMT-B#Pairs=5M, Zero-shot=true2023.0336.2