3D Action Recognition

Image: Rahmani et al

Benchmarks

You can find evaluation results in the subtasks. You can also submitting evaluation metrics for this task.

Greatest papers with code

Grad-CAM++: Improved Visual Explanations for Deep Convolutional Networks

30 Oct 2017sicara/tf-explain

Over the last decade, Convolutional Neural Network (CNN) models have been highly successful in solving complex vision problems.

3D ACTION RECOGNITION OBJECT LOCALIZATION

Mimetics: Towards Understanding Human Actions Out of Context

16 Dec 2019vt-vl-lab/reading_group

Our experiments show that (a) state-of-the-art 3D convolutional neural networks obtain disappointing results on such videos, highlighting the lack of true understanding of the human actions and (b) models leveraging body language via human pose are less prone to context biases.

3D ACTION RECOGNITION POSE ESTIMATION

Interpretable 3D Human Action Analysis with Temporal Convolutional Networks

14 Apr 2017TaeSoo-Kim/TCNActionRecognition

In this work, we propose to use a new class of models known as Temporal Convolutional Neural Networks (TCN) for 3D human action recognition.

MULTIMODAL ACTIVITY RECOGNITION SKELETON BASED ACTION RECOGNITION

NTU RGB+D: A Large Scale Dataset for 3D Human Activity Analysis

CVPR 2016 yfsong0709/RA-GCNv1

Recent approaches in depth-based human activity analysis achieved outstanding performance and proved the effectiveness of 3D representation for classification of action classes.

ACTION CLASSIFICATION SKELETON BASED ACTION RECOGNITION

3DV: 3D Dynamic Voxel for Action Recognition in Depth Video

CVPR 2020 3huo/3DV-Action

Each available 3DV voxel intrinsically involves 3D spatial and motion feature jointly.

3D ACTION RECOGNITION

Skeleton Image Representation for 3D Action Recognition based on Tree Structure and Reference Joints

11 Sep 2019carloscaetano/skeleton-images

The proposed representation has the advantage of combining the use of reference joints and a tree structure skeleton.

SKELETON BASED ACTION RECOGNITION

SkeleMotion: A New Representation of Skeleton Joint Sequences Based on Motion Information for 3D Action Recognition

30 Jul 2019carloscaetano/skeleton-images

Due to the availability of large-scale skeleton datasets, 3D human action recognition has recently called the attention of computer vision community.

SKELETON BASED ACTION RECOGNITION

Investigation of Different Skeleton Features for CNN-based 3D Action Recognition

2 May 2017dzwallkilled/IEforAR

The proposed method achieved state-of-the-art performance on NTU RGB+D dataset for 3D human action analysis.

SKELETON BASED ACTION RECOGNITION