ML Research Wiki / Benchmarks / Temporal Action Localization / EPIC-KITCHENS-100

EPIC-KITCHENS-100

Temporal Action Localization Benchmark

Performance Over Time

📊 Showing 6 results | 📏 Metric: Avg mAP (0.1-0.5)

Top Performing Models

Rank Model Paper Avg mAP (0.1-0.5) Date Code
1 AdaTAD (verb, VideoMAE-L) End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames 33.10 2023-11-28 📦 sming256/OpenTAD 📦 sming256/AdaTAD
2 TriDet (verb) TriDet: Temporal Action Detection with Relative Boundary Modeling 28.60 2023-03-13 📦 dingfengshi/tridet
3 TemporalMaxer (verb) TemporalMaxer: Maximize Temporal Context with only Max Pooling for Temporal Action Localization 27.80 2023-03-16 📦 tuantng/temporalmaxer
4 ActionFormer (verb) ActionFormer: Localizing Moments of Actions with Transformers 26.60 2022-02-16 📦 happyharrycn/actionformer_release
5 G-TAD (verb) G-TAD: Sub-Graph Localization for Temporal Action Detection 12.10 2019-11-26 📦 Frostinassiky/gtad 📦 coolbay/VSGN 📦 sauradip/fewshotQAT
6 BMN (verb) BMN: Boundary-Matching Network for Temporal Action Proposal Generation 10.80 2019-07-23 📦 PaddlePaddle/models 📦 PaddlePaddle/models 📦 open-mmlab/mmaction2

All Papers (6)