Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation	Minsu Kim, Sunghun Joung, Seungryong Kim	2020	arxiv 2012.08226
CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic Segmentation	Junsong Fan, Zhaoxiang Zhang, Tieniu Tan	2018	arxiv 1811.10842
Adaptive Path Planning for UAV-based Multi-Resolution Semantic Segmentation	Felix Stache, Jonas Westheider, Federico Magistri	2021	arxiv 2108.01884
Domain Adaptation in LiDAR Semantic Segmentation by Aligning Class Distributions	Inigo Alonso, Luis Riazuelo, Luis Montesano	2020	arxiv 2010.12239
SegRet: An Efficient Design for Semantic Segmentation with Retentive Network	Zhiyuan Li, Yi Chang, Yuan Wu	2025	arxiv 2502.14014
Distributed Semantic Segmentation with Efficient Joint Source and Task Decoding	Danish Nazir, Timo Bartels, Jan Piewek	2024	arxiv 2407.11224
Frozen CLIP: A Strong Backbone for Weakly Supervised Semantic Segmentation	Bingfeng Zhang, Siyue Yu, Yunchao Wei	2024	arxiv 2406.11189
GeoSegNet: Point Cloud Semantic Segmentation via Geometric Encoder-Decoder Modeling	Chen Chen, Yisen Wang, Honghua Chen	2022	arxiv 2207.06766
Knowledge Distillation for Semantic Segmentation: A Label Space Unification Approach	Anton Backhaus, Thorsten Luettel, Mirko Maehlisch	2025	arxiv 2502.19177
Spatial Information Guided Convolution for Real-Time RGBD Semantic Segmentation	Lin-Zhuo Chen, Zheng Lin, Ziqin Wang	2020	arxiv 2004.04534
Few-Shot Semantic Segmentation Augmented with Image-Level Weak Annotations	Shuo Lei, Xuchao Zhang, Jianfeng He	2020	arxiv 2007.01496
Weak-shot Semantic Segmentation by Transferring Semantic Affinity and Boundary	Siyuan Zhou, Li Niu, Jianlou Si	2021	arxiv 2110.01519
IncepFormer: Efficient Inception Transformer with Pyramid Pooling for Semantic Segmentation	Lihua Fu, Haoyue Tian, Xiangping Bryce Zhai	2022	arxiv 2212.03035
Weakly Supervised Semantic Segmentation Based on Web Image Co-segmentation	Tong Shen, Guosheng Lin, Lingqiao Liu	2017	arxiv 1705.09052
Incorporating Network Built-in Priors in Weakly-supervised Semantic Segmentation	Fatemeh Sadat Saleh, Mohammad Sadegh Aliakbarian, Mathieu Salzmann	2017	arxiv 1706.02189
Split Learning in Computer Vision for Semantic Segmentation Delay Minimization	Nikos G. Evgenidis, Nikos A. Mitsiou, Sotiris A. Tegos	2024	arxiv 2412.14272
Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain Adaptation	Chen-Hao Chao, Bo-Wun Cheng, Chun-Yi Lee	2021	arxiv 2104.14203
Multi-to-Single Knowledge Distillation for Point Cloud Semantic Segmentation	Shoumeng Qiu, Feng Jiang, Haiqiang Zhang	2023	arxiv 2304.14800
SegMix:Shuffle-based Feedback Learning for Semantic Segmentation of Pathology Images	Zhiling Yan, Sicheng Chen, Tianyi Zhang	2026	arxiv 2604.15777
Can Unsupervised Segmentation Reduce Annotation Costs for Video Semantic Segmentation?	Samik Some, Vinay P. Namboodiri	2026	arxiv 2603.27697

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