ML Research Wiki / Benchmarks / Action Recognition / H2O (2 Hands and Objects)

H2O (2 Hands and Objects)

Action Recognition Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: Actions Top-1

Top Performing Models

Rank Model Paper Actions Top-1 Date Code
1 HandFormer-B/21x8 On the Utility of 3D Hand Poses for Action Recognition 93.39 2024-03-14 📦 s-shamil/HandFormer
2 SHARP SHARP: Segmentation of Hands and Arms by Range using Pseudo-Depth for Enhanced Egocentric 3D Hand Pose Estimation and Action Recognition 91.73 2024-08-19 📦 wiktormucha/SHARP
3 EffHandEgoNet In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action Recognition 91.32 2024-04-14 📦 wiktormucha/effhandegonet
4 ISTA-Net Interactive Spatiotemporal Token Attention Network for Skeleton-based General Interactive Action Recognition 89.09 2023-07-14 📦 Necolizer/ISTA-Net
5 HTT Hierarchical Temporal Transformer for 3D Hand Pose Estimation and Action Recognition from Egocentric RGB Videos 86.36 2022-09-20 📦 fylwen/htt
6 RGBPoseConv3D Revisiting Skeleton-based Action Recognition 83.47 2021-04-28 📦 open-mmlab/mmaction2 📦 kennymckormick/pyskl 📦 txyugood/PaddlePoseC3D 📦 sandman002/One-Style-is-All-You-Need-to-Generate-a-Video
7 TA-GCN H2O: Two Hands Manipulating Objects for First Person Interaction Recognition 79.25 2021-04-22 -
8 SlowFast SlowFast Networks for Video Recognition 77.69 2018-12-10 📦 facebookresearch/SlowFast 📦 open-mmlab/mmaction2 📦 facebookresearch/pytorchvideo
9 ST-GCN Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition 73.86 2018-01-23 📦 open-mmlab/mmskeleton 📦 PaddlePaddle/PaddleVideo 📦 yysijie/st-gcn
10 MS-G3D Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition 50.83 2020-03-31 📦 kennymckormick/pyskl 📦 kenziyuliu/ms-g3d 📦 metrics-lab/st-fmri

All Papers (10)

s-shamil/HandFormer
wiktormucha/SHARP
wiktormucha/effhandegonet
Necolizer/ISTA-Net
fylwen/htt
open-mmlab/mmaction2 kennymckormick/pyskl
facebookresearch/SlowFast open-mmlab/mmaction2
open-mmlab/mmskeleton PaddlePaddle/PaddleVideo
kennymckormick/pyskl kenziyuliu/ms-g3d metrics-lab/st-fmri