Research

Papers for “semantic segmentation”

Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.

Title	Authors	Year	Source
Reference-guided Pseudo-Label Generation for Medical Semantic Segmentation	Constantin Seibold, Simon Rei\ss, Jens Kleesiek	2021	arxiv 2112.00735
Training-Free Class Purification for Open-Vocabulary Semantic Segmentation	Qi Chen, Lingxiao Yang, Yun Chen	2025	arxiv 2508.00557
Towards Realistic Incremental Scenario in Class Incremental Semantic Segmentation	Jihwan Kwak, Sungmin Cha, Taesup Moon	2024	arxiv 2405.09858
Learning Spectral-Decomposed Tokens for Domain Generalized Semantic Segmentation	Jingjun Yi, Qi Bi, Hao Zheng	2024	arxiv 2407.18568
Dynamic Feature Regularized Loss for Weakly Supervised Semantic Segmentation	Bingfeng Zhang, Jimin Xiao, Yao Zhao	2021	arxiv 2108.01296
Weakly Supervised Semantic Segmentation using Out-of-Distribution Data	Jungbeom Lee, Seong Joon Oh, Sangdoo Yun	2022	arxiv 2203.03860
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast	Ye Du, Zehua Fu, Qingjie Liu	2021	arxiv 2110.07110
Multimodal Point Cloud Semantic Segmentation With Virtual Point Enhancement	Zaipeng Duan, Xuzhong Hu, Pei An	2025	arxiv 2504.01449
AUCSeg: AUC-oriented Pixel-level Long-tail Semantic Segmentation	Boyu Han, Qianqian Xu, Zhiyong Yang	2024	arxiv 2409.20398
Deep Common Feature Mining for Efficient Video Semantic Segmentation	Yaoyan Zheng, Hongyu Yang, Di Huang	2024	arxiv 2403.02689
Integrating Semi-Supervised and Active Learning for Semantic Segmentation	Wanli Ma, Oktay Karakus, Paul L. Rosin	2025	arxiv 2501.19227
Semantic Segmentation Enhanced Transformer Model for Human Attention Prediction	Shuo Zhang	2023	arxiv 2301.11022
Exploring Scene Affinity for Semi-Supervised LiDAR Semantic Segmentation	Chuandong Liu, Xingxing Weng, Shuguo Jiang	2024	arxiv 2408.11280
A comprehensive overview of deep learning techniques for 3D point cloud classification and semantic segmentation	Sushmita Sarker, Prithul Sarker, Gunner Stone	2024	arxiv 2405.11903
Graph Attention Layer Evolves Semantic Segmentation for Road Pothole Detection: A Benchmark and Algorithms	Rui Fan, Hengli Wang, Yuan Wang	2021	arxiv 2109.02711
Self-supervised Semantic Segmentation: Consistency over Transformation	Sanaz Karimijafarbigloo, Reza Azad, Amirhossein Kazerouni	2023	arxiv 2309.00143
Technical Report for ICRA 2026 GOOSE 2D Fine-Grained Semantic Segmentation Challenge: Leveraging DINOv3 for Robust Outdoor Scene Understanding in Field Robotics	Jaeil Park, Hyobin Choi, Sangjin Lee	2026	arxiv 2606.18582
TopoLoRA-SAM: Topology-Aware Parameter-Efficient Adaptation of Foundation Segmenters for Thin-Structure and Cross-Domain Binary Semantic Segmentation	Salim Khazem	2026	arxiv 2601.02273
Evidential Deep Learning for Class-Incremental Semantic Segmentation	Karl Holmquist, Lena Klasén, Michael Felsberg	2022	arxiv 2212.02863
Semantic Segmentation of Surface from Lidar Point Cloud	Aritra Mukherjee, Sourya Dipta Das, Jasorsi Ghosh	2020	arxiv 2009.05994

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