Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
S$^3$M-Net: Joint Learning of Semantic Segmentation and Stereo Matching for Autonomous Driving	Zhiyuan Wu, Yi Feng, Chuang-Wei Liu	2024	arxiv 2401.11414
TTT-KD: Test-Time Training for 3D Semantic Segmentation through Knowledge Distillation from Foundation Models	Lisa Weijler, Muhammad Jehanzeb Mirza, Leon Sick	2024	arxiv 2403.11691
IGraSS: Learning to Identify Infrastructure Networks from Satellite Imagery by Iterative Graph-constrained Semantic Segmentation	Oishee Bintey Hoque, Abhijin Adiga, Aniruddha Adiga	2025	arxiv 2506.08137
TEFormer: Texture-Aware and Edge-Guided Transformer for Semantic Segmentation of Urban Remote Sensing Images	Guoyu Zhou, Jing Zhang, Yi Yan	2025	arxiv 2508.06224
Unified Domain Adaptive Semantic Segmentation	Zhe Zhang, Gaochang Wu, Jing Zhang	2023	arxiv 2311.13254
GAN- vs. JPEG2000 Image Compression for Distributed Automotive Perception: Higher Peak SNR Does Not Mean Better Semantic Segmentation	Jonas Löhdefink, Andreas Bär, Nico M. Schmidt	2019	arxiv 1902.04311
Adaptive feature recombination and recalibration for semantic segmentation with Fully Convolutional Networks	Sergio Pereira, Adriano Pinto, Joana Amorim	2020	arxiv 2006.11193
BioLite U-Net: Edge-Deployable Semantic Segmentation for In Situ Bioprinting Monitoring	Usman Haider, Lukasz Szemet, Daniel Kelly	2025	arxiv 2509.06690
Noise2Map: End-to-End Diffusion Model for Semantic Segmentation and Change Detection	Ali Shibli, Andrea Nascetti, Yifang Ban	2026	arxiv 2604.27889
Polyhedral Unmixing: Bridging Semantic Segmentation with Hyperspectral Unmixing via Polyhedral-Cone Partitioning	Antoine Bottenmuller, Etienne Decencière, Petr Dokládal	2026	arxiv 2603.29438
Open Vocabulary Semantic Segmentation with Patch Aligned Contrastive Learning	Jishnu Mukhoti, Tsung-Yu Lin, Omid Poursaeed	2022	arxiv 2212.04994
Coarse-to-Fine Annotation Enrichment for Semantic Segmentation Learning	Yadan Luo, Ziwei Wang, Zi Huang	2018	arxiv 1808.07209
Significance-aware Information Bottleneck for Domain Adaptive Semantic Segmentation	Yawei Luo, Ping Liu, Tao Guan	2019	arxiv 1904.00876
CV 3315 Is All You Need : Semantic Segmentation Competition	Akide Liu, Zihan Wang	2022	arxiv 2206.12571
TraceCaps: A Capsule-based Neural Network for Semantic Segmentation	Tao Sun, Zhewei Wang, C. D. Smith	2019	arxiv 1901.02920
COMNet: Co-Occurrent Matching for Weakly Supervised Semantic Segmentation	Yukun Su, Jingliang Deng, Zonghan Li	2023	arxiv 2309.16959
Superevents: Towards Native Semantic Segmentation for Event-based Cameras	Weng Fei Low, Ankit Sonthalia, Zhi Gao	2021	arxiv 2105.06091
Semantic segmentation of multispectral photoacoustic images using deep learning	Melanie Schellenberg, Kris Dreher, Niklas Holzwarth	2021	arxiv 2105.09624
Foundation Model or Finetune? Evaluation of few-shot semantic segmentation for river pollution	Marga Don, Stijn Pinson, Blanca Guillen Cebrian	2024	arxiv 2409.03754
Exploration of Optimized Semantic Segmentation Architectures for edge-Deployment on Drones	Vivek Parmar, Narayani Bhatia, Shubham Negi	2020	arxiv 2007.02839

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