Deep Learning Applications

Published: 09 Oct 2015 Category: deep_learning


DeepPose: Human Pose Estimation via Deep Neural Networks

Heterogeneous multi-task learning for human pose estimation with deep convolutional neural network

Flowing ConvNets for Human Pose Estimation in Videos

Sparseness Meets Deepness: 3D Human Pose Estimation from Monocular Video

Structured Feature Learning for Pose Estimation


Convolutional Pose Machines

Model-based Deep Hand Pose Estimation

Stacked Hourglass Networks for Human Pose Estimation

Chained Predictions Using Convolutional Neural Networks

DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model

Real-time Human Pose Estimation from Video with Convolutional Neural Networks

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

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

Towards Accurate Multi-person Pose Estimation in the Wild

Region Ensemble Network: Improving Convolutional Network for Hand Pose Estimation

Binarized Convolutional Landmark Localizers for Human Pose Estimation and Face Alignment with Limited Resources

Adversarial PoseNet: A Structure-aware Convolutional Network for Human Pose Estimation

A simple yet effective baseline for 3d human pose estimation

Human Pose Detection Mining Body Language from Videos

OpenPose: A Real-Time Multi-Person Keypoint Detection And Multi-Threading C++ Library

Learning Feature Pyramids for Human Pose Estimation

Crossing Nets: Combining GANs and VAEs with a Shared Latent Space for Hand Pose Estimation

Multi-Context Attention for Human Pose Estimation

Human Pose Estimation with TensorFlow

Cascaded Pyramid Network for Multi-Person Pose Estimation

Integral Human Pose Regression

LSTM Pose Machines

DenseReg: Fully Convolutional Dense Shape Regression In-the-Wild

DenseReg: Fully Convolutional Dense Shape Regression In-the-Wild

DensePose: Dense Human Pose Estimation In The Wild

LCR-Net++: Multi-person 2D and 3D Pose Detection in Natural Images

Deep Pose Consensus Networks

3D Human Pose Estimation in the Wild by Adversarial Learning

Multi-Scale Structure-Aware Network for Human Pose Estimation

Co-occurrence Feature Learning from Skeleton Data for Action Recognition and Detection with Hierarchical Aggregation

Learning to Refine Human Pose Estimation

  • intro: CVPRW (2018). Workshop: Visual Understanding of Humans in Crowd Scene and the 2nd Look Into Person Challenge (VUHCS-LIP)
  • arxiv:

3D Human Pose Estimation with Relational Networks

Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation


RMPE: Regional Multi-person Pose Estimation

Pose Flow: Efficient Online Pose Tracking

AlphaPose: Multi-Person Pose Estimation System

Computing CNN Loss and Gradients for Pose Estimation with Riemannian Geometry

Bi-directional Graph Structure Information Model for Multi-Person Pose Estimation

MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual Network

Deep Autoencoder for Combined Human Pose Estimation and body Model Upscaling

Learning Human Poses from Actions

Multi-Scale Supervised Network for Human Pose Estimation

CU-Net: Coupled U-Nets

Multi-Domain Pose Network for Multi-Person Pose Estimation and Tracking

Benchmarking and Error Diagnosis in Multi-Instance Pose Estimation

Improving Multi-Person Pose Estimation using Label Correction

Fast Human Pose Estimation

PoseFix: Model-agnostic General Human Pose Refinement Network

Rethinking on Multi-Stage Networks for Human Pose Estimation

Deep High-Resolution Representation Learning for Human Pose Estimation

A Context-and-Spatial Aware Network for Multi-Person Pose Estimation

FastPose: Towards Real-time Pose Estimation and Tracking via Scale-normalized Multi-task Networks

Single-Stage Multi-Person Pose Machines

Single-Network Whole-Body Pose Estimation

NADS-Net: A Nimble Architecture for Driver and Seat Belt Detection via Convolutional Neural Networks

Distribution-Aware Coordinate Representation for Human Pose Estimation

TRB: A Novel Triplet Representation for Understanding 2D Human Body

Chirality Nets for Human Pose Regression

Conservative Wasserstein Training for Pose Estimation

DirectPose: Direct End-to-End Multi-Person Pose Estimation

The Devil is in the Details: Delving into Unbiased Data Processing for Human Pose Estimation

Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation


How to Train Your Robust Human Pose Estimator: Pay Attention to the Constraint Cue

CoKe: Localized Contrastive Learning for Robust Keypoint Detection

View-Invariant, Occlusion-Robust Probabilistic Embedding for Human Pose

Point-Set Anchors for Object Detection, Instance Segmentation and Pose Estimation

EfficientPose: Efficient Human Pose Estimation with Neural Architecture Search

TransPose: Towards Explainable Human Pose Estimation by Transformer

Rethinking the Heatmap Regression for Bottom-up Human Pose Estimation

Multi-Hypothesis Pose Networks: Rethinking Top-Down Pose Estimation

OmniPose: A Multi-Scale Framework for Multi-Person Pose Estimation

End-to-End Trainable Multi-Instance Pose Estimation with Transformers

TFPose: Direct Human Pose Estimation with Transformers

TokenPose: Learning Keypoint Tokens for Human Pose Estimation

Pose Recognition with Cascade Transformers

3D Pose

Can 3D Pose be Learned from 2D Projections Alone?

Fast and Robust Multi-Person 3D Pose Estimation from Multiple Views

3D Human Pose Machines with Self-supervised Learning

Feature Boosting Network For 3D Pose Estimation

View Invariant 3D Human Pose Estimation

3D Human Pose Estimation from Deep Multi-View 2D Pose

RepNet: Weakly Supervised Training of an Adversarial Reprojection Network for 3D Human Pose Estimation

DenseBody: Directly Regressing Dense 3D Human Pose and Shape From a Single Color Image

Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image

Lightweight 3D Human Pose Estimation Network Training Using Teacher-Student Learning

Cross-View Tracking for Multi-Human 3D Pose Estimation at over 100 FPS

Skeletor: Skeletal Transformers for Robust Body-Pose Estimation

3D Car keypoints Detection

Occlusion-Net: 2D/3D Occluded Keypoint Localization Using Graph Networks

RTM3D: Real-time Monocular 3D Detection from Object Keypoints for Autonomous Driving

SMOKE: Single-Stage Monocular 3D Object Detection via Keypoint Estimation

Pose Estimation and Action Recognition

2D/3D Pose Estimation and Action Recognition using Multitask Deep Learning

Multi-task Deep Learning for Real-Time 3D Human Pose Estimation and Action Recognition

Pose Tracking

Detect-and-Track: Efficient Pose Estimation in Videos

Simple Baselines for Human Pose Estimation and Tracking

A Top-down Approach to Articulated Human Pose Estimation and Tracking

15 Keypoints Is All You Need

Object Pose Estimation

Real-Time Object Pose Estimation with Pose Interpreter Networks


MobilePose: Single Person Pose Estimation for Mobile Device

PyTorch-Pose: A PyTorch toolkit for 2D Human Pose Estimation

Hourglass, DHN and CPN model in TensorFlow for 2018-FashionAI Key Points Detection of Apparel at TianChi

FashionAI: KeyPoint Detection Challenge in Keras