Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Deep learning based supervised semantic segmentation of Electron Cryo-Subtomograms	Chang Liu, Xiangrui Zeng, Ruogu Lin	2018	arxiv 1802.04087
MudrockNet: Semantic Segmentation of Mudrock SEM Images through Deep Learning	Abhishek Bihani, Hugh Daigle, Javier E. Santos	2021	arxiv 2102.03393
Achieving Competitive Play Through Bottom-Up Approach in Semantic Segmentation	E. Pryzant, Q. Deng, B. Mei	2021	arxiv 2103.00657
Label-Efficient Point Cloud Semantic Segmentation: An Active Learning Approach	Xian Shi, Xun Xu, Ke Chen	2021	arxiv 2101.06931
Learning Uncertainty For Safety-Oriented Semantic Segmentation In Autonomous Driving	Victor Besnier, David Picard, Alexandre Briot	2021	arxiv 2105.13688
Joint Neural SDF Reconstruction and Semantic Segmentation for CAD Models	Shen Fan, Przemyslaw Musialski	2025	arxiv 2510.03837
Segment Any Crack: Deep Semantic Segmentation Adaptation for Crack Detection	Ghodsiyeh Rostami, Po-Han Chen, Mahdi S. Hosseini	2025	arxiv 2504.14138
Semantic Segmentation Based Quality Control of Histopathology Whole Slide Images	Abhijeet Patil, Garima Jain, Harsh Diwakar	2024	arxiv 2410.03289
RAFT -- A Domain Adaptation Framework for RGB & LiDAR Semantic Segmentation	Edward Humes, Xiaomin Lin, Boxun Hu	2025	arxiv 2505.04529
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation	Lihe Yang, Lei Qi, Litong Feng	2022	arxiv 2208.09910
Erosion Attack for Adversarial Training to Enhance Semantic Segmentation Robustness	Yufei Song, Ziqi Zhou, Menghao Deng	2026	arxiv 2601.14950
DynaGuide: A Generalizable Dynamic Guidance Framework for Unsupervised Semantic Segmentation	Boujemaa Guermazi, Riadh Ksantini, Naimul Khan	2026	arxiv 2602.13020
UA-Net: Uncertainty-Aware Network for TRISO Image Semantic Segmentation	Kyle Lucke, Zuzanna Krajewska-Travar, Shoukun Sun	2026	arxiv 2604.15542
SegMix: Co-occurrence Driven Mixup for Semantic Segmentation and Adversarial Robustness	Md Amirul Islam, Matthew Kowal, Konstantinos G. Derpanis	2021	arxiv 2108.09929
Active Domain Adaptation with Multi-level Contrastive Units for Semantic Segmentation	Hao Zhang, Ruimao Zhang, Zhanglin Peng	2022	arxiv 2205.11192
Improving Predictive Performance and Calibration by Weight Fusion in Semantic Segmentation	Timo Sämann, Ahmed Mostafa Hammam, Andrei Bursuc	2022	arxiv 2207.11211
Tubular Shape Aware Data Generation for Semantic Segmentation in Medical Imaging	Ilyas Sirazitdinov, Heinrich Schulz, Axel Saalbach	2020	arxiv 2010.00907
Synthesis in Style: Semantic Segmentation of Historical Documents using Synthetic Data	Christian Bartz, Hendrik Raetz, Jona Otholt	2021	arxiv 2107.06777
Incorporating Depth into both CNN and CRF for Indoor Semantic Segmentation	Jindong Jiang, Zhijun Zhang, Yongqian Huang	2017	arxiv 1705.07383
Fast Semantic Segmentation on Video Using Block Motion-Based Feature Interpolation	Samvit Jain, Joseph E. Gonzalez	2018	arxiv 1803.07742

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