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Keypoint Detection

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Keypoint Detection is essential for analyzing and interpreting images in computer vision. It involves simultaneously detecting and localizing interesting points in an image. Keypoints, also known as interest points, are spatial locations or points in the image that define what is interesting or what stands out. They are invariant to image rotation, shrinkage, translation, distortion, etc. Keypoints examples are body joints, facial landmarks, or any other salient points in objects. Keypoints have uses in problems such as pose estimation, object detection and tracking, facial analysis, and augmented reality.

<span style="color:grey; opacity: 0.6">( Image credit: PifPaf: Composite Fields for Human Pose Estimation; "Learning to surf" by fotologic, license: CC-BY-2.0 )</span>

논문

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Keypoint Detection

논문

To deform or not: treatment-aware longitudinal registration for breast DCE-MRI during neoadjuvant chemotherapy via unsupervised keypoints detection

Flowmind2Digital: The First Comprehensive Flowmind Recognition and Conversion Approach

BonnBeetClouds3D: A Dataset Towards Point Cloud-based Organ-level Phenotyping of Sugar Beet Plants under Field Conditions

An Effective Image Copy-Move Forgery Detection Using Entropy Information

Keypoint-based Stereophotoclinometry for Characterizing and Navigating Small Bodies: A Factor Graph Approach

VoxelKP: A Voxel-based Network Architecture for Human Keypoint Estimation in LiDAR Data

Tracking Object Positions in Reinforcement Learning: A Metric for Keypoint Detection (extended version)

Utilizing Radiomic Feature Analysis For Automated MRI Keypoint Detection: Enhancing Graph Applications

A Graph-Based Approach for Category-Agnostic Pose Estimation

Back to 3D: Few-Shot 3D Keypoint Detection with Back-Projected 2D Features

CurriculumLoc: Enhancing Cross-Domain Geolocalization through Multi-Stage Refinement

Video-based Sequential Bayesian Homography Estimation for Soccer Field Registration

Processing and Segmentation of Human Teeth from 2D Images using Weakly Supervised Learning

3D Pose Estimation of Tomato Peduncle Nodes using Deep Keypoint Detection and Point Cloud

TAMPAR: Visual Tampering Detection for Parcel Logistics in Postal Supply Chains

X-Pose: Detecting Any Keypoints

Open-Vocabulary Animal Keypoint Detection with Semantic-feature Matching

Self-supervised Learning of Contextualized Local Visual Embeddings

RIDE: Self-Supervised Learning of Rotation-Equivariant Keypoint Detection and Invariant Description for Endoscopy

EP2P-Loc: End-to-End 3D Point to 2D Pixel Localization for Large-Scale Visual Localization

InstructDiffusion: A Generalist Modeling Interface for Vision Tasks

SKoPe3D: A Synthetic Dataset for Vehicle Keypoint Perception in 3D from Traffic Monitoring Cameras

Improving the matching of deformable objects by learning to detect keypoints

A lightweight 3D dense facial landmark estimation model from position map data

Neural Interactive Keypoint Detection

ClothesNet: An Information-Rich 3D Garment Model Repository with Simulated Clothes Environment

DeDoDe: Detect, Don't Describe -- Describe, Don't Detect for Local Feature Matching

ChartDETR: A Multi-shape Detection Network for Visual Chart Recognition

CoDeF: Content Deformation Fields for Temporally Consistent Video Processing

2D3D-MATR: 2D-3D Matching Transformer for Detection-free Registration between Images and Point Clouds

Reverse Knowledge Distillation: Training a Large Model using a Small One for Retinal Image Matching on Limited Data

Nonlinear optical encoding enabled by recurrent linear scattering

KP2Dtiny: Quantized Neural Keypoint Detection and Description on the Edge

SyMFM6D: Symmetry-aware Multi-directional Fusion for Multi-View 6D Object Pose Estimation

Detector-Free Structure from Motion

CLERA: A Unified Model for Joint Cognitive Load and Eye Region Analysis in the Wild