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HRNet

Computer VisionIntroduced 200075 papers

Description

HRNet, or High-Resolution Net, is a general purpose convolutional neural network for tasks like semantic segmentation, object detection and image classification. It is able to maintain high resolution representations through the whole process. We start from a high-resolution convolution stream, gradually add high-to-low resolution convolution streams one by one, and connect the multi-resolution streams in parallel. The resulting network consists of several ( $4$ in the paper) stages and the $n$ th stage contains $n$ streams corresponding to $n$ resolutions. The authors conduct repeated multi-resolution fusions by exchanging the information across the parallel streams over and over.

Papers Using This Method

Joint angle model based learning to refine kinematic human pose estimation2025-07-15 Admissibility of Stein Shrinkage for Batch Normalization in the Presence of Adversarial Attacks2025-07-11 DynPose: Largely Improving the Efficiency of Human Pose Estimation by a Simple Dynamic Framework2025-01-01 Measurement of Medial Elbow Joint Space using Landmark Detection2024-12-17 Sonicmesh: Enhancing 3D Human Mesh Reconstruction in Vision-Impaired Environments With Acoustic Signals2024-12-15 Hyperspectral Imaging-Based Perception in Autonomous Driving Scenarios: Benchmarking Baseline Semantic Segmentation Models2024-10-29 HRVMamba: High-Resolution Visual State Space Model for Dense Prediction2024-10-04 Convolutional Neural Networks for Predictive Modeling of Lung Disease2024-08-08 RHRSegNet: Relighting High-Resolution Night-Time Semantic Segmentation2024-07-08 Automatic infant 2D pose estimation from videos: comparing seven deep neural network methods2024-06-25 MeshPose: Unifying DensePose and 3D Body Mesh reconstruction2024-06-14 Hyperspectral Image Reconstruction for Predicting Chick Embryo Mortality Towards Advancing Egg and Hatchery Industry2024-05-22 Comparative Analysis of Hyperspectral Image Reconstruction Using Deep Learning for Agricultural and Biological Applications2024-05-22 HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data Synthesization2024-05-13 Image segmentation of treated and untreated tumor spheroids by Fully Convolutional Networks2024-05-02 Gait Recognition from Highly Compressed Videos2024-04-18 Leveraging High-Resolution Features for Improved Deep Hashing-based Image Retrieval2024-03-20 A Simple Baseline for Efficient Hand Mesh Reconstruction2024-03-04 Early Fusion of Features for Semantic Segmentation2024-02-08 Pose Estimation and Tracking for ASIST2023-11-30