Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation	Chenfei Liao, Xu Zheng, Yuanhuiyi Lyu	2025	arxiv 2503.06700
Looking Beyond the Window: Global-Local Aligned CLIP for Training-free Open-Vocabulary Semantic Segmentation	ByeongCheol Lee, Hyun Seok Seong, Sangeek Hyun	2026	arxiv 2603.23030
CTFS : Collaborative Teacher Framework for Forward-Looking Sonar Image Semantic Segmentation with Extremely Limited Labels	Ping Guo, Chengzhou Li, Guanchen Meng	2026	arxiv 2603.21071
Land use mapping in the Three Gorges Reservoir Area based on semantic segmentation deep learning method	Xin Zhang, Bingfang Wu, Liang Zhu	2018	arxiv 1804.00498
SERNet-Former: Semantic Segmentation by Efficient Residual Network with Attention-Boosting Gates and Attention-Fusion Networks	Serdar Erisen	2024	arxiv 2401.15741
Scribble-Supervised Semantic Segmentation by Random Walk on Neural Representation and Self-Supervision on Neural Eigenspace	Zhiyi Pan, Peng Jiang, Changhe Tu	2020	arxiv 2011.05621
Trinity: Unifying Class-Agnostic Terrain and Semantic Segmentation for Unstructured Outdoor Environments by Leveraging Synthetic Data	Marcus G Müller, Wout Boerdijk, Maximilian Durner	2026	arxiv 2605.27644
Adversarial Attack and Disturbance Detection by Hadamard-Coded Output Representations for Object Detection and Semantic Segmentation	Lucas Görnhardt, Timo Bartels, Niklas Schwarz	2026	arxiv 2606.09536
Real-Time Semantic Segmentation of Aerial Images Using an Embedded U-Net: A Comparison of CPU, GPU, and FPGA Workflows	Julien Posso, Hugo Kieffer, Nicolas Menga	2025	arxiv 2503.08700
Segment Anything is A Good Pseudo-label Generator for Weakly Supervised Semantic Segmentation	Peng-Tao Jiang, Yuqi Yang	2023	arxiv 2305.01275
Semantic Segmentation on VSPW Dataset through Contrastive Loss and Multi-dataset Training Approach	Min Yan, Qianxiong Ning, Qian Wang	2023	arxiv 2306.03508
A Benchmark for Out of Distribution Detection in Point Cloud 3D Semantic Segmentation	Lokesh Veeramacheneni, Matias Valdenegro-Toro	2022	arxiv 2211.06241
Union-set Multi-source Model Adaptation for Semantic Segmentation	Zongyao Li, Ren Togo, Takahiro Ogawa	2022	arxiv 2212.02785
AFRDA: Attentive Feature Refinement for Domain Adaptive Semantic Segmentation	Md. Al-Masrur Khan, Durgakant Pushp, Lantao Liu	2025	arxiv 2507.17957
Context-Guided Spatial Feature Reconstruction for Efficient Semantic Segmentation	Zhenliang Ni, Xinghao Chen, Yingjie Zhai	2024	arxiv 2405.06228
CPRAL: Collaborative Panoptic-Regional Active Learning for Semantic Segmentation	Yu Qiao, Jincheng Zhu, Chengjiang Long	2021	arxiv 2112.05975
Learning Semantic Segmentation from Multiple Datasets with Label Shifts	Dongwan Kim, Yi-Hsuan Tsai, Yumin Suh	2022	arxiv 2202.14030
Reliability in Semantic Segmentation: Can We Use Synthetic Data?	Thibaut Loiseau, Tuan-Hung Vu, Mickael Chen	2023	arxiv 2312.09231
DUDA: Distilled Unsupervised Domain Adaptation for Lightweight Semantic Segmentation	Beomseok Kang, Niluthpol Chowdhury Mithun, Abhinav Rajvanshi	2025	arxiv 2504.09814
Spectral-Aware Global Fusion for RGB-Thermal Semantic Segmentation	Ce Zhang, Zifu Wan, Simon Stepputtis	2025	arxiv 2505.15491

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