Overview

• Number of papers: 37

  • DATASET: 37

For supported pose algorithms, see modelzoo overview.

2D Animal Keypoint Dataset

• Number of papers: 7

  • [DATASET] Ap-10k: A Benchmark for Animal Pose Estimation in the Wild (AP-10K ⇨)

  • [DATASET] Atrw: A Benchmark for Amur Tiger Re-Identification in the Wild (ATRW ⇨)

  • [DATASET] Cross-Domain Adaptation for Animal Pose Estimation (Animal-Pose ⇨)

  • [DATASET] Deepposekit, a Software Toolkit for Fast and Robust Animal Pose Estimation Using Deep Learning (Grévy’s Zebra ⇨, Desert Locust ⇨)

  • [DATASET] Fast Animal Pose Estimation Using Deep Neural Networks (Vinegar Fly ⇨)

  • [DATASET] Macaquepose: A Novel ‘In the Wild’macaque Monkey Pose Dataset for Markerless Motion Capture (MacaquePose ⇨)

  • [DATASET] Pretraining Boosts Out-of-Domain Robustness for Pose Estimation (Horse-10 ⇨)

2D Body Keypoint Datasets

• Number of papers: 9

  • [DATASET] 2d Human Pose Estimation: New Benchmark and State of the Art Analysis (MPII ⇨)

  • [DATASET] Ai Challenger: A Large-Scale Dataset for Going Deeper in Image Understanding (AIC ⇨)

  • [DATASET] Crowdpose: Efficient Crowded Scenes Pose Estimation and a New Benchmark (CrowdPose ⇨)

  • [DATASET] Learning Delicate Local Representations for Multi-Person Pose Estimation (sub-JHMDB dataset ⇨)

  • [DATASET] Microsoft Coco: Common Objects in Context (COCO ⇨)

  • [DATASET] Pose2seg: Detection Free Human Instance Segmentation (OCHuman ⇨)

  • [DATASET] Posetrack: A Benchmark for Human Pose Estimation and Tracking (PoseTrack18 ⇨)

  • [DATASET] Trb: A Novel Triplet Representation for Understanding 2d Human Body (MPII-TRB ⇨)

  • [DATASET] Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and a New Benchmark for Multi-Human Parsing (MHP ⇨)

2D Face Keypoint Datasets

• Number of papers: 5

  • [DATASET] 300 Faces in-the-Wild Challenge: Database and Results (300W Dataset ⇨)

  • [DATASET] Annotated Facial Landmarks in the Wild: A Large-Scale, Real-World Database for Facial Landmark Localization (AFLW Dataset ⇨)

  • [DATASET] Look at Boundary: A Boundary-Aware Face Alignment Algorithm (WFLW Dataset ⇨)

  • [DATASET] Robust Face Landmark Estimation Under Occlusion (COFW Dataset ⇨)

  • [DATASET] Whole-Body Human Pose Estimation in the Wild (COCO-WholeBody (Face) ⇨)

2D Fashion Landmark Dataset

• Number of papers: 3

  • [DATASET] A Versatile Benchmark for Detection, Pose Estimation, Segmentation and Re-Identification of Clothing Images (DeepFashion2 ⇨)

  • [DATASET] Deepfashion: Powering Robust Clothes Recognition and Retrieval With Rich Annotations (DeepFashion (Fashion Landmark Detection, FLD) ⇨)

  • [DATASET] Fashion Landmark Detection in the Wild (DeepFashion (Fashion Landmark Detection, FLD) ⇨)

2D Hand Keypoint Datasets

• Number of papers: 1

  • [DATASET] Online Detection and Classification of Dynamic Hand Gestures With Recurrent 3d Convolutional Neural Network (NVGesture ⇨)

2D Hand Keypoint Datasets

• Number of papers: 6

  • [DATASET] Freihand: A Dataset for Markerless Capture of Hand Pose and Shape From Single RGB Images (FreiHAND Dataset ⇨)

  • [DATASET] Hand Keypoint Detection in Single Images Using Multiview Bootstrapping (CMU Panoptic HandDB ⇨)

  • [DATASET] Interhand2.6m: A Dataset and Baseline for 3d Interacting Hand Pose Estimation From a Single RGB Image (InterHand2.6M ⇨)

  • [DATASET] Learning to Estimate 3d Hand Pose From Single RGB Images (RHD Dataset ⇨)

  • [DATASET] Mask-Pose Cascaded CNN for 2d Hand Pose Estimation From Single Color Image (OneHand10K ⇨)

  • [DATASET] Whole-Body Human Pose Estimation in the Wild (COCO-WholeBody (Hand) ⇨)

2D Wholebody Keypoint Datasets

• Number of papers: 2

  • [DATASET] Pastanet: Toward Human Activity Knowledge Engine (Halpe ⇨)

  • [DATASET] Whole-Body Human Pose Estimation in the Wild (COCO-WholeBody ⇨)

3D Body Keypoint Datasets

• Number of papers: 1

  • [DATASET] Human3.6m: Large Scale Datasets and Predictive Methods for 3d Human Sensing in Natural Environments (Human3.6M ⇨)

3D Body Mesh Recovery Datasets

• Number of papers: 7

  • [DATASET] Clustered Pose and Nonlinear Appearance Models for Human Pose Estimation. (LSP ⇨)

  • [DATASET] End-to-End Recovery of Human Shape and Pose (CMU MoShed Data ⇨)

  • [DATASET] Human3.6m: Large Scale Datasets and Predictive Methods for 3d Human Sensing in Natural Environments (Human3.6M ⇨)

  • [DATASET] Learning Effective Human Pose Estimation From Inaccurate Annotation (LSPET ⇨)

  • [DATASET] Microsoft Coco: Common Objects in Context (COCO ⇨)

  • [DATASET] Monocular 3d Human Pose Estimation in the Wild Using Improved CNN Supervision (MPI-INF-3DHP ⇨)

  • [DATASET] Smpl: A Skinned Multi-Person Linear Model (Notes ⇨)

3D Hand Keypoint Datasets

• Number of papers: 1

  • [DATASET] Interhand2.6m: A Dataset and Baseline for 3d Interacting Hand Pose Estimation From a Single RGB Image (InterHand2.6M ⇨)