Article

Boosting Human Pose Estimation via Heatmap Refinement

2024-07-16

Abstract excerpt

Human pose estimation based on heatmap regression has achieved significant success in recent years. However, the semantic ambiguity caused by traditional hand-crafted heatmaps seriously affects the model performance. Specifically, hand-crafted heatmaps generated with a fixed Gaussian kernel are semantically misaligned. Various Gaussian covered areas for keypoints with the same type may cause model learning confusi...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: b0e812f9-5143-5af5-8747-cc5d4c65d95c
DOI: 10.22541/au.172114403.33945828/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Boosting Human Pose Estimation via Heatmap RefinementDOI 10.22541/au.172114403.33945828/v1Read

SimpleCID: Skeleton-Guided Lightweight Heatmap Refinement for Robust Multi-Person Pose Estimation in Crowded ScenesSemantic proximity Read

MSTPose: Learning Enriched Visual Information with Multi-Scale Transformers for Human Pose EstimationSemantic proximity Read

Occlusion-aware heatmap generation for enhancing 3D human pose estimation in multi-person environmentsSemantic proximity Read

Lightweight Context-aware Feature Transformer Network for Human Pose EstimationSemantic proximity Read

2D Human Pose Estimation with Deep Learning: A ReviewSemantic proximity Read

A Spatiotemporal Bidirectional Mamba Network with Global–Local Skeletal Enhancement for 3D Human Pose EstimationSemantic proximity Read

SADNet: Generating Immersive Virtual Reality Avatars by Real-time Monocular Pose EstimationSemantic proximity Read

Semantically Enhanced Attention Map-Driven Occluded Person Re-identificationSemantic proximity Read

Smoothness-based Consistency Learning for Macaque Pose EstimationSemantic proximity Read

3D Human Pose Estimation Based on Conditional Dual-Branch Diffusion ModelSemantic proximity Read

Monocular 3D Human Pose-Estimation Networks for Coherent Humanoid-Model DrivingSemantic proximity Read

SRHPENet: Super-Resolution Network for human pose estimationSemantic proximity Read