Description
Path Aggregation Network, or PANet, aims to boost information flow in a proposal-based instance segmentation framework. Specifically, the feature hierarchy is enhanced with accurate localization signals in lower layers by bottom-up path augmentation, which shortens the information path between lower layers and topmost feature. Additionally, adaptive feature pooling is employed, which links feature grid and all feature levels to make useful information in each feature level propagate directly to following proposal subnetworks. A complementary branch capturing different views for each proposal is created to further improve mask prediction.
Papers Using This Method
YOLO-LLTS: Real-Time Low-Light Traffic Sign Detection via Prior-Guided Enhancement and Multi-Branch Feature Interaction2025-03-18A Lightweight Insulator Defect Detection Model Based on Drone Images2024-08-26PANet: A Physics-guided Parametric Augmentation Net for Image Dehazing by Hazing2024-04-14A Parallel Attention Network for Cattle Face Recognition2024-03-29Toward Robust Canine Cardiac Diagnosis: Deep Prototype Alignment Network-Based Few-Shot Segmentation in Veterinary Medicine2024-03-11More than the Sum of Its Parts: Ensembling Backbone Networks for Few-Shot Segmentation2024-02-09Bridging Synthetic and Real Worlds for Pre-training Scene Text Detectors2023-12-08Feature Aggregation in Joint Sound Classification and Localization Neural Networks2023-10-29PANet: LiDAR Panoptic Segmentation with Sparse Instance Proposal and Aggregation2023-06-27Unconstrained Face Sketch Synthesis via Perception-Adaptive Network and A New Benchmark2021-12-02PANet: Perspective-Aware Network with Dynamic Receptive Fields and Self-Distilling Supervision for Crowd Counting2021-10-31CPNet: Cycle Prototype Network for Weakly-supervised 3D Renal Compartments Segmentation on CT Images2021-08-15Weakly-supervised Part-Attention and Mentored Networks for Vehicle Re-Identification2021-07-17Pyramid Attention Networks for Image Restoration2020-04-28CSPNet: A New Backbone that can Enhance Learning Capability of CNN2019-11-27PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment2019-08-18iSAID: A Large-scale Dataset for Instance Segmentation in Aerial Images2019-05-30Path Aggregation Network for Instance Segmentation2018-03-05