FreiHAND

Dataset Information
Modalities
Images, 3D
Introduced
2019
License
Custom (research-only, non-commercial)
Homepage
Official Website
Contents

Overview

FreiHAND is a 3D hand pose dataset which records different hand actions performed by 32 people. For each hand image, MANO-based 3D hand pose annotations are provided. It currently contains 32,560 unique training samples and 3960 unique samples for evaluation. The training samples are recorded with a green screen background allowing for background removal. In addition, it applies three different post processing strategies to training samples for data augmentation. However, these post processing strategies are not applied to evaluation samples.

Source: Knowledge as Priors: Cross-Modal Knowledge Generalizationfor Datasets without Superior Knowledge
Image Source: https://lmb.informatik.uni-freiburg.de/resources/datasets/FreihandDataset.en.html

Variants: FreiHAND

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
3D Hand Pose Estimation MaskHand MMHMR: Generative Masked Modeling for … 2024-12-18
3D Hand Pose Estimation HandOS HandOS: 3D Hand Reconstruction in … 2024-12-02
3D Hand Pose Estimation WiLoR WiLoR: End-to-end 3D Hand Localization … 2024-09-18
3D Hand Pose Estimation Hamba Hamba: Single-view 3D Hand Reconstruction … 2024-07-12
3D Hand Pose Estimation HHMR HHMR: Holistic Hand Mesh Recovery … 2024-06-03
3D Hand Pose Estimation Zhou et al. A Simple Baseline for Efficient … 2024-03-04
3D Hand Pose Estimation HaMeR Reconstructing Hands in 3D with … 2023-12-08
3D Hand Pose Estimation AMVUR A Probabilistic Attention Model with … 2023-04-27
3D Hand Pose Estimation PointHMR Sampling is Matter: Point-guided 3D … 2023-04-19
3D Hand Pose Estimation FastViT-MA36 FastViT: A Fast Hybrid Vision … 2023-03-24
3D Hand Pose Estimation FastMETRO Cross-Attention of Disentangled Modalities for … 2022-07-27
3D Hand Pose Estimation MobRecon MobRecon: Mobile-Friendly Hand Mesh Reconstruction … 2021-12-06
3D Hand Pose Estimation Tang et al. Towards Accurate Alignment in Real-time … 2021-09-03
3D Hand Pose Estimation HIU-DMTL Hand Image Understanding via Deep … 2021-07-24
3D Hand Pose Estimation PeCLR PeCLR: Self-Supervised 3D Hand Pose … 2021-06-10
3D Hand Pose Estimation PIXIE hand expert Collaborative Regression of Expressive Bodies … 2021-05-11
3D Hand Pose Estimation MeshGraphormer Mesh Graphormer 2021-04-01
3D Hand Pose Estimation CMR Camera-Space Hand Mesh Recovery via … 2021-03-04
3D Hand Pose Estimation I2UV-HandNet I2UV-HandNet: Image-to-UV Prediction Network for … 2021-02-07
3D Hand Pose Estimation METRO End-to-End Human Pose and Mesh … 2020-12-17

Research Papers

Recent papers with results on this dataset:

External Links: