Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
An End-to-End Robust Point Cloud Semantic Segmentation Network with Single-Step Conditional Diffusion Models	Wentao Qu, Jing Wang, YongShun Gong	2024	arxiv 2411.16308
DeepAqua: Self-Supervised Semantic Segmentation of Wetland Surface Water Extent with SAR Images using Knowledge Distillation	Francisco J. Peña, Clara Hübinger, Amir H. Payberah	2023	arxiv 2305.01698
A Novel Approach to Tomato Harvesting Using a Hybrid Gripper with Semantic Segmentation and Keypoint Detection	Shahid Ansari, Mahendra Kumar Gohil, Bishakh Bhattacharya	2024	arxiv 2412.16755
From a Fourier-Domain Perspective on Adversarial Examples to a Wiener Filter Defense for Semantic Segmentation	Nikhil Kapoor, Andreas Bär, Serin Varghese	2020	arxiv 2012.01558
Local-to-Global Cross-Modal Attention-Aware Fusion for HSI-X Semantic Segmentation	Xuming Zhang, Naoto Yokoya, Xingfa Gu	2024	arxiv 2406.17679
P2Net: A Post-Processing Network for Refining Semantic Segmentation of LiDAR Point Cloud based on Consistency of Consecutive Frames	Yutaka Momma, Weimin Wang, Edgar Simo-Serra	2022	arxiv 2212.00567
Advancements in Road Lane Mapping: Comparative Fine-Tuning Analysis of Deep Learning-based Semantic Segmentation Methods Using Aerial Imagery	Willow Liu, Shuxin Qiao, Kyle Gao	2024	arxiv 2410.05717
You Never Get a Second Chance To Make a Good First Impression: Seeding Active Learning for 3D Semantic Segmentation	Nermin Samet, Oriane Siméoni, Gilles Puy	2023	arxiv 2304.11762
Learning from Pixel-Level Label Noise: A New Perspective for Semi-Supervised Semantic Segmentation	Rumeng Yi, Yaping Huang, Qingji Guan	2021	arxiv 2103.14242
Generative Semantic Segmentation via an Observable Semantic-Image Interface and Hierarchical Generator Evidence Alignment	Weize Cai, Yongqi Dong, Zhida Shao	2026	arxiv 2608.11537
Combining Photogrammetric Computer Vision and Semantic Segmentation for Fine-grained Understanding of Coral Reef Growth under Climate Change	Jiageng Zhong, Ming Li, Hanqi Zhang	2022	arxiv 2212.04132
Leveraging weak complementary labels to improve semantic segmentation of hepatocellular carcinoma and cholangiocarcinoma in H&E-stained slides	Miriam Hägele, Johannes Eschrich, Lukas Ruff	2023	arxiv 2302.01813
CLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation	Yuqi Lin, Minghao Chen, Wenxiao Wang	2022	arxiv 2212.09506
RMMSS: Towards Advanced Robust Multi-Modal Semantic Segmentation with Hybrid Prototype Distillation and Feature Selection	Jiaqi Tan, Xu Zheng, Yang Liu	2025	arxiv 2505.12861
Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation	Zhonghao Wang, Mo Yu, Yunchao Wei	2020	arxiv 2003.08040
SiamSeg: Self-Training with Contrastive Learning for Unsupervised Domain Adaptation Semantic Segmentation in Remote Sensing	Bin Wang, Fei Deng, Shuang Wang	2024	arxiv 2410.13471
Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans	Abhishek Shivdeo, Rohit Lokwani, Viraj Kulkarni	2021	arxiv 2101.07612
Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene Images	Libo Wang, Rui Li, Dongzhi Wang	2021	arxiv 2106.12413
ReFit: A Framework for Refinement of Weakly Supervised Semantic Segmentation using Object Border Fitting for Medical Images	Bharath Srinivas Prabakaran, Erik Ostrowski, Muhammad Shafique	2023	arxiv 2303.07853
Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation	Xin Zhang, Robby T. Tan	2025	arxiv 2504.03193

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