Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Unsupervised Total Variation Loss for Semi-supervised Deep Learning of Semantic Segmentation	Mehran Javanmardi, Mehdi Sajjadi, Ting Liu	2016	arxiv 1605.01368
ACNet: Attention Based Network to Exploit Complementary Features for RGBD Semantic Segmentation	Xinxin Hu, Kailun Yang, Lei Fei	2019	arxiv 1905.10089
Stereo obstacle detection for unmanned surface vehicles by IMU-assisted semantic segmentation	Borja Bovcon, Rok Mandeljc, Janez Perš	2018	arxiv 1802.07956
Robust Method for Semantic Segmentation of Whole-Slide Blood Cell Microscopic Image	Muhammad Shahzad, Arif Iqbal Umar, Muazzam A. Khan	2020	arxiv 2001.10188
A Radar Signal Deinterleaving Method Based on Semantic Segmentation with Neural Network	Wang Chao, Sun Liting, Liu Zhangmeng	2021	arxiv 2110.13706
Woodscape Fisheye Semantic Segmentation for Autonomous Driving -- CVPR 2021 OmniCV Workshop Challenge	Saravanabalagi Ramachandran, Ganesh Sistu, John McDonald	2021	arxiv 2107.08246
A Relation-Augmented Fully Convolutional Network for Semantic Segmentation in Aerial Scenes	Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu	2019	arxiv 1904.05730
SatSynth: Augmenting Image-Mask Pairs through Diffusion Models for Aerial Semantic Segmentation	Aysim Toker, Marvin Eisenberger, Daniel Cremers	2024	arxiv 2403.16605
PointDiffuse: A Dual-Conditional Diffusion Model for Enhanced Point Cloud Semantic Segmentation	Yong He, Hongshan Yu, Mingtao Feng	2025	arxiv 2503.06094
Taxonomy-Aware Continual Semantic Segmentation in Hyperbolic Spaces for Open-World Perception	Julia Hindel, Daniele Cattaneo, Abhinav Valada	2024	arxiv 2407.18145
On the Real-Time Semantic Segmentation of Aphid Clusters in the Wild	Raiyan Rahman, Christopher Indris, Tianxiao Zhang	2023	arxiv 2307.10267
Reformulating Level Sets as Deep Recurrent Neural Network Approach to Semantic Segmentation	Ngan Le, Kha Gia Quach, Khoa Luu	2017	arxiv 1704.03593
CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation	Mushui Liu, Jun Dan, Ziqian Lu	2024	arxiv 2405.10530
DAWA: Dynamic Ambiguity-Wise Adaptation for Real-Time Domain Adaptive Semantic Segmentation	Taorong Liu, Zhen Zhang, Liang Liao	2024	arxiv 2409.01072
Seg2Change: Adapting Open-Vocabulary Semantic Segmentation Model for Remote Sensing Change Detection	You Su, Yonghong Song, Jingqi Chen	2026	arxiv 2604.11231
Breaking the Resource Wall: Geometry-Guided Sequence Modeling for Efficient Semantic Segmentation	Sheng-Wei Chan, Hsin-Jui Pan, Chun-Po Shen	2026	arxiv 2604.23399
How to Relieve Distribution Shifts in Semantic Segmentation for Off-Road Environments	Ji-Hoon Hwang, Daeyoung Kim, Hyung-Suk Yoon	2026	arxiv 2605.29599
Deep Learning for Semantic Segmentation on Minimal Hardware	Sander G. van Dijk, Marcus M. Scheunemann	2018	arxiv 1807.05597
Semi-Supervised Semantic Segmentation via Derivative Label Propagation	Yuanbin Fu, Xiaojie Guo	2025	arxiv 2508.02254
Contrastive Prompt Clustering for Weakly Supervised Semantic Segmentation	Wangyu Wu, Zhenhong Chen, Xiaowen Ma	2025	arxiv 2508.17009

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