Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation	Lukas Hoyer, Dengxin Dai, Luc Van Gool	2021	arxiv 2111.14887
Knowledge Transfer with Simulated Inter-Image Erasing for Weakly Supervised Semantic Segmentation	Tao Chen, XiRuo Jiang, Gensheng Pei	2024	arxiv 2407.02768
SAM4UDASS: When SAM Meets Unsupervised Domain Adaptive Semantic Segmentation in Intelligent Vehicles	Weihao Yan, Yeqiang Qian, Xingyuan Chen	2023	arxiv 2401.08604
Background Adaptation with Residual Modeling for Exemplar-Free Class-Incremental Semantic Segmentation	Anqi Zhang, Guangyu Gao	2024	arxiv 2407.09838
Text2Seg: Remote Sensing Image Semantic Segmentation via Text-Guided Visual Foundation Models	Jielu Zhang, Zhongliang Zhou, Gengchen Mai	2023	arxiv 2304.10597
Unsupervised Modality Adaptation with Text-to-Image Diffusion Models for Semantic Segmentation	Ruihao Xia, Yu Liang, Peng-Tao Jiang	2024	arxiv 2410.21708
CoMiX: Cross-Modal Fusion with Deformable Convolutions for HSI-X Semantic Segmentation	Xuming Zhang, Xingfa Gu, Qingjiu Tian	2024	arxiv 2411.09023
CW-BASS: Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation	Ebenezer Tarubinga, Jenifer Kalafatovich, Seong-Whan Lee	2025	arxiv 2502.15152
SemiDAViL: Semi-supervised Domain Adaptation with Vision-Language Guidance for Semantic Segmentation	Hritam Basak, Zhaozheng Yin	2025	arxiv 2504.06389
Exploring Single Domain Generalization of LiDAR-based Semantic Segmentation under Imperfect Labels	Weitong Kong, Zichao Zeng, Di Wen	2025	arxiv 2510.09035
Project-and-Fuse: Improving RGB-D Semantic Segmentation via Graph Convolution Networks	Xiaoyan Jiang, Bohan Wang, Xinlong Wan	2025	arxiv 2501.18851
Improving Visual Discriminability of CLIP for Training-Free Open-Vocabulary Semantic Segmentation	Jinxin Zhou, Jiachen Jiang, Zhihui Zhu	2025	arxiv 2510.23894
SWARD: Stochastic Window-Attention-Based Relational Distillation for Cross-Architectural Semantic Segmentation	Aditya Makineni, Qing Tian	2026	arxiv 2606.00999
OmniPatch: A Universal Adversarial Patch for ViT-CNN Cross-Architecture Transfer in Semantic Segmentation	Aarush Aggarwal, Akshat Tomar, Amritanshu Tiwari	2026	arxiv 2603.20777
RITnet: Real-time Semantic Segmentation of the Eye for Gaze Tracking	Aayush K.Chaudhary, Rakshit Kothari, Manoj Acharya	2019	arxiv 1910.00694
Superpixel Boundary Correction for Weakly-Supervised Semantic Segmentation on Histopathology Images	Hongyi Wu, Hong Zhang	2025	arxiv 2501.03891
Semantic Segmentation of Human Thigh Quadriceps Muscle in Magnetic Resonance Images	Ezak Ahmad, Manu Goyal, Jamie S. McPhee	2018	arxiv 1801.00415
Low-Resource White-Box Semantic Segmentation of Supporting Towers on 3D Point Clouds via Signature Shape Identification	Diogo Lavado, Cláudia Soares, Alessandra Micheletti	2023	arxiv 2306.07809
Small Obstacle Avoidance Based on RGB-D Semantic Segmentation	Minjie Hua, Yibing Nan, Shiguo Lian	2019	arxiv 1908.11675
Mixup-CAM: Weakly-supervised Semantic Segmentation via Uncertainty Regularization	Yu-Ting Chang, Qiaosong Wang, Wei-Chih Hung	2020	arxiv 2008.01201

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