Browse > Computer Vision > Hand > Hand Pose Estimation

Hand Pose Estimation

19 papers with code · Computer Vision
Subtask of Hand · Pose Estimation

Hand pose estimation is the task of finding the joints of the hand from an image or set of video frames.

State-of-the-art leaderboards

Latest papers without code

Towards Markerless Grasp Capture

17 Jul 2019

However, grasp capture - capturing the pose of a hand grasping an object, and orienting it w. r. t.

HAND POSE ESTIMATION

FastV2C-HandNet: Fast Voxel to Coordinate Hand Pose Estimation with 3D Convolutional Neural Networks

15 Jul 2019

In this paper, we present a novel approach to estimate 3D hand joint locations from 2D depth images.

HAND POSE ESTIMATION

Pushing the Envelope for RGB-Based Dense 3D Hand Pose Estimation via Neural Rendering

CVPR 2019

Once the model is successfully fitted to input RGB images, its meshes i. e. shapes and articulations, are realistic, and we augment view-points on top of estimated dense hand poses.

3D POSE ESTIMATION DATA AUGMENTATION HAND POSE ESTIMATION

Normalized Diversification

CVPR 2019

We introduce the concept of normalized diversity which force the model to preserve the normalized pairwise distance between the sparse samples from a latent parametric distribution and their corresponding high-dimensional outputs.

CONDITIONAL IMAGE GENERATION HAND POSE ESTIMATION

3D Hand Shape and Pose Estimation From a Single RGB Image

CVPR 2019

This work addresses a novel and challenging problem of estimating the full 3D hand shape and pose from a single RGB image.

HAND POSE ESTIMATION

Self-Supervised 3D Hand Pose Estimation Through Training by Fitting

CVPR 2019

We present a self-supervision method for 3D hand pose estimation from depth maps.

HAND POSE ESTIMATION

Point-To-Pose Voting Based Hand Pose Estimation Using Residual Permutation Equivariant Layer

CVPR 2019

In addition to the pose estimation task, the voting-based scheme can also provide point cloud segmentation result without ground-truth for segmentation.

HAND POSE ESTIMATION

American Sign Language Alphabet Recognition using Deep Learning

14 May 2019

Tremendous headway has been made in the field of 3D hand pose estimation but the 3D depth cameras are usually inaccessible.

HAND POSE ESTIMATION

Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder

6 May 2019

To use our method, we build a model, in which we design a particular SFR and its correlative DD which divided the 3D joint coordinates into two parts, plane coordinates and depth coordinates and use two modules named Plane Regression (PR) and Depth Regression (DR) to deal with them respectively.

HAND POSE ESTIMATION

Disentangling Pose from Appearance in Monochrome Hand Images

16 Apr 2019

Hand pose estimation from the monocular 2D image is challenging due to the variation in lighting, appearance, and background.

HAND POSE ESTIMATION