ML Research Wiki / Benchmarks / Action Detection / UCF101-24

UCF101-24

Action Detection Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: Frame-mAP 0.5

Top Performing Models

Rank Model Paper Frame-mAP 0.5 Date Code
1 STAR/L 📚 End-to-End Spatio-Temporal Action Localisation with Video Transformers 90.30 2023-04-24 -
2 SiA Scaling Open-Vocabulary Action Detection 88.50 2025-04-04 📦 siatheindochinese/sia_act_placeholder
3 YOWO + LFB You Only Watch Once: A Unified CNN Architecture for Real-Time Spatiotemporal Action Localization 87.30 2019-11-15 📦 wei-tim/YOWO 📦 zwtu/YOWO-Paddle 📦 BoChenUIUC/YOWO 📦 nuschandra/Tennis-Stroke-Detection 📦 Stepphonwol/my_yowo
4 HIT Holistic Interaction Transformer Network for Action Detection 84.80 2022-10-23 📦 joslefaure/hit
5 YOWO You Only Watch Once: A Unified CNN Architecture for Real-Time Spatiotemporal Action Localization 80.40 2019-11-15 📦 wei-tim/YOWO 📦 zwtu/YOWO-Paddle 📦 BoChenUIUC/YOWO 📦 nuschandra/Tennis-Stroke-Detection 📦 Stepphonwol/my_yowo
6 Two-in-one Two Stream Dance with Flow: Two-in-One Stream Action Detection 78.48 2019-04-01 📦 jiaozizhao/Two-in-One-ActionDetection
7 MOC Actions as Moving Points 77.80 2020-01-14 📦 MCG-NJU/MOC-Detector 📦 NEUdeep/MOC-Detector-Pytorch1.4
8 Faster-RCNN + two-stream I3D conv AVA: A Video Dataset of Spatio-temporally Localized Atomic Visual Actions 76.30 2017-05-23 📦 tensorflow/models 📦 open-mmlab/mmaction2 📦 Whiffe/Custom-ava-dataset_Custom-Spatio-Temporally-Action-Video-Dataset
9 Two-in-one Dance with Flow: Two-in-One Stream Action Detection 75.48 2019-04-01 📦 jiaozizhao/Two-in-One-ActionDetection
10 STEP STEP: Spatio-Temporal Progressive Learning for Video Action Detection 75.00 2019-04-19 📦 NVlabs/STEP

All Papers (15)