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Pose Estimation

121 papers with code · Computer Vision

Pose Estimation is a general problem in Computer Vision where we detect the position and orientation of an object.

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Greatest papers with code

Discovery of Latent 3D Keypoints via End-to-end Geometric Reasoning

NeurIPS 2018 tensorflow/models

We demonstrate this framework on 3D pose estimation by proposing a differentiable objective that seeks the optimal set of keypoints for recovering the relative pose between two views of an object.

3D POSE ESTIMATION

Learning from Simulated and Unsupervised Images through Adversarial Training

CVPR 2017 tensorflow/models

With recent progress in graphics, it has become more tractable to train models on synthetic images, potentially avoiding the need for expensive annotations.

GAZE ESTIMATION HAND POSE ESTIMATION IMAGE-TO-IMAGE TRANSLATION

DensePose: Dense Human Pose Estimation In The Wild

CVPR 2018 facebookresearch/detectron

In this work, we establish dense correspondences between RGB image and a surface-based representation of the human body, a task we refer to as dense human pose estimation.

POSE ESTIMATION

Non-local Neural Networks

CVPR 2018 facebookresearch/detectron

Both convolutional and recurrent operations are building blocks that process one local neighborhood at a time.

INSTANCE SEGMENTATION KEYPOINT DETECTION OBJECT DETECTION VIDEO CLASSIFICATION

OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields

18 Dec 2018CMU-Perceptual-Computing-Lab/openpose

In this work, we present a realtime approach to detect the 2D pose of multiple people in an image.

POSE ESTIMATION

Convolutional Pose Machines

CVPR 2016 CMU-Perceptual-Computing-Lab/openpose

Pose Machines provide a sequential prediction framework for learning rich implicit spatial models.

POSE ESTIMATION STRUCTURED PREDICTION

Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image

CVPR 2017 ildoonet/tf-pose-estimation

We propose a unified formulation for the problem of 3D human pose estimation from a single raw RGB image that reasons jointly about 2D joint estimation and 3D pose reconstruction to improve both tasks.

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION

Simple Baselines for Human Pose Estimation and Tracking

ECCV 2018 Microsoft/human-pose-estimation.pytorch

There has been significant progress on pose estimation and increasing interests on pose tracking in recent years.

3D HUMAN POSE ESTIMATION KEYPOINT DETECTION POSE TRACKING