Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Unsupervised Domain Adaptation with Implicit Pseudo Supervision for Semantic Segmentation	Wanyu Xu, Zengmao Wang, Wei Bian	2022	arxiv 2204.06747
FMAS: Fast Multi-Objective SuperNet Architecture Search for Semantic Segmentation	Zhuoran Xiong, Marihan Amein, Olivier Therrien	2023	arxiv 2303.16322
Semantic Segmentation on 3D Point Clouds with High Density Variations	Ryan Faulkner, Luke Haub, Simon Ratcliffe	2023	arxiv 2307.01489
Evaluation of Polarimetric Fusion for Semantic Segmentation in Aquatic Environments	Luis F. W. Batista, Tom Bourbon, Cedric Pradalier	2025	arxiv 2509.24731
Full Contextual Attention for Multi-resolution Transformers in Semantic Segmentation	Loic Themyr, Clement Rambour, Nicolas Thome	2022	arxiv 2212.07890
Uncertainty and Energy based Loss Guided Semi-Supervised Semantic Segmentation	Rini Smita Thakur, Vinod K. Kurmi	2025	arxiv 2501.01640
SAM3 Self-Distillation for Fine-Grained GOOSE 2D Semantic Segmentation	Xuesong Wang	2026	arxiv 2606.20130
Fully Using Classifiers for Weakly Supervised Semantic Segmentation with Modified Cues	Ting Sun, Lei Tai, Zhihan Gao	2019	arxiv 1904.01749
Time-Dynamic Estimates of the Reliability of Deep Semantic Segmentation Networks	Kira Maag, Matthias Rottmann, Hanno Gottschalk	2019	arxiv 1911.05075
Generalized Few-Shot Semantic Segmentation: All You Need is Fine-Tuning	Josh Myers-Dean, Yinan Zhao, Brian Price	2021	arxiv 2112.10982
A Dual-fusion Semantic Segmentation Framework With GAN For SAR Images	Donghui Li, Jia Liu, Fang Liu	2022	arxiv 2206.01096
Semantic Segmentation and Object Detection Towards Instance Segmentation: Breast Tumor Identification	Mohamed Mejri, Aymen Mejri, Oumayma Mejri	2021	arxiv 2108.03287
Point Cloud Semantic Segmentation using Multi Scale Sparse Convolution Neural Network	Yunzheng Su, Lei Jiang, Jie Cao	2022	arxiv 2205.01550
Background Noise Reduction of Attention Map for Weakly Supervised Semantic Segmentation	Izumi Fujimori, Masaki Oono, Masami Shishibori	2024	arxiv 2404.03394
Semi-supervised Video Semantic Segmentation Using Unreliable Pseudo Labels for PVUW2024	Biao Wu, Diankai Zhang, Si Gao	2024	arxiv 2406.00587
Semantic Segmentation With Multi Scale Spatial Attention For Self Driving Cars	Abhinav Sagar, RajKumar Soundrapandiyan	2020	arxiv 2007.12685
CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80	W.-Y. Hong, C.-L. Kao, Y.-H. Kuo	2020	arxiv 2012.12453
Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml	Nicolò Ghielmetti, Vladimir Loncar, Maurizio Pierini	2022	arxiv 2205.07690
Prediction Error Meta Classification in Semantic Segmentation: Detection via Aggregated Dispersion Measures of Softmax Probabilities	Matthias Rottmann, Pascal Colling, Thomas-Paul Hack	2018	arxiv 1811.00648
Emerging Trends in Pseudo-Label Refinement for Weakly Supervised Semantic Segmentation with Image-Level Supervision	Zheyuan Zhang, Wang Zhang	2025	arxiv 2507.21587

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