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ResearchFormerly WizWand

Temporal Action Localization on ActivityNet Zero-shot 50% Seen 50% Unseen v1.3

50.6mAP@0.5IoUTi-FAD
-1.212812.238625.6939.1414Aug 21, 2023Feb 2, 2024Jul 17, 2024Dec 30, 2024Jun 13, 2025Nov 26, 2025May 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Ti-FADVenue=NeurIPS’24, Prompt Tuning=false, Text Feature=CLIP-B2025.1150.632.25.232
MGCA-NetVenue=-, Prompt Tuning=false, Text Feature=CLIP-B2025.1148.832.8732.2
UnLoc-LSetting=Zero-shot 50% Seen 50% Unseen, Vision Encoder=CLIP, Mode=prompt ensembling2023.0843.7———
UnLoc-LSetting=Zero-shot 50% Seen 50% Unseen, Vision Encoder=CLIP, Mode=1st prompt2023.0843.2———
OVFormerVenue=BMVC’24, Prompt Tuning=false, Text Feature=DINOv22025.1142.827.3627.2
STOV-TALVenue=WACV’25, Prompt Tuning=false, Text Feature=CLIP-B2025.1142.1251.324.8
mProTEAVenue=TCSVT’24, Prompt Tuning=true, Text Feature=CLIP-B2025.1141.824.66.125.6
UnLoc-BVenue=ICCV’23, Prompt Tuning=true, Text Feature=CLIP-B2025.1140.2———
ZEETADVenue=WACV’24, Prompt Tuning=true, Text Feature=CLIP-B2025.1139.225.73.124.9
UnLoc-BSetting=Zero-shot 50% Seen 50% Unseen, Vision Encoder=CLIP, Mode=1st prompt2023.0836.9———
DeTALVenue=TPAMI’24, Prompt Tuning=true, Text Feature=CLIP-B2025.1134.423422.4
STALESetting=Zero-shot 50% Seen 50% Unseen, Vision Encoder=CLIP2023.0832.1———
STABLEVenue=ECCV’22, Prompt Tuning=true, Text Feature=CLIP-B2025.1132.120.75.920.5
EffPromptSetting=Zero-shot 50% Seen 50% Unseen, Vision Encoder=CLIP2023.0832———
Eff-PromptVenue=ECCV’22, Prompt Tuning=true, Text Feature=CLIP-B2025.113219.32.919.6
B-IVenue=-, Prompt Tuning=true, Text Feature=CLIP-B2025.112816.41.216
B-IIVenue=-, Prompt Tuning=true, Text Feature=CLIP-B2025.1125.3133.712.9
VFEALVisual Encoder=ViCLIP2026.0511.283.38314.99
Baseline-IIVisual Encoder=ViCLIP2026.051.130.33110.52
Baseline-IVisual Encoder=CLIP2026.050.780.2770.37