Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation	Yuanwei Liu, Nian Liu, Xiwen Yao	2022	arxiv 2210.06780
AlignZeg: Mitigating Objective Misalignment for Zero-shot Semantic Segmentation	Jiannan Ge, Lingxi Xie, Hongtao Xie	2024	arxiv 2404.05667
Overcoming Support Dilution for Robust Few-shot Semantic Segmentation	Wailing Tang, Biqi Yang, Pheng-Ann Heng	2025	arxiv 2501.13529
All-pairs Consistency Learning for Weakly Supervised Semantic Segmentation	Weixuan Sun, Yanhao Zhang, Zhen Qin	2023	arxiv 2308.04321
Distilling Efficient Vision Transformers from CNNs for Semantic Segmentation	Xu Zheng, Yunhao Luo, Pengyuan Zhou	2023	arxiv 2310.07265
Metric Analysis for Spatial Semantic Segmentation of Sound Scenes	Mayank Mishra, Paul Magron, Romain Serizel	2025	arxiv 2511.07075
Instance Awareness of Multi-class Semantic Segmentation Loss Functions	Soumya Snigdha Kundu, Florian Kofler, Marina Ivory	2026	arxiv 2604.24276
Investigations on the inference optimization techniques and their impact on multiple hardware platforms for Semantic Segmentation	Sethu Hareesh Kolluru	2019	arxiv 1911.12993
End-to-End Pedestrian Collision Warning System based on a Convolutional Neural Network with Semantic Segmentation	Heechul Jung, Min-Kook Choi, Kwon Soon	2016	arxiv 1612.06558
Exploiting Shape Cues for Weakly Supervised Semantic Segmentation	Sungpil Kho, Pilhyeon Lee, Wonyoung Lee	2022	arxiv 2208.04286
Self-Supervised Model Adaptation for Multimodal Semantic Segmentation	Abhinav Valada, Rohit Mohan, Wolfram Burgard	2018	arxiv 1808.03833
Split Matching for Inductive Zero-shot Semantic Segmentation	Jialei Chen, Xu Zheng, Dongyue Li	2025	arxiv 2505.05023
TASeg: Temporal Aggregation Network for LiDAR Semantic Segmentation	Xiaopei Wu, Yuenan Hou, Xiaoshui Huang	2024	arxiv 2407.09751
Rethinking Exemplars for Continual Semantic Segmentation in Endoscopy Scenes: Entropy-based Mini-Batch Pseudo-Replay	Guankun Wang, Long Bai, Yanan Wu	2023	arxiv 2308.14100
PDDM: Pseudo Depth Diffusion Model for RGB-PD Semantic Segmentation Based in Complex Indoor Scenes	Xinhua Xu, Hong Liu, Jianbing Wu	2025	arxiv 2503.18393
Wide-Area Land Cover Mapping with Sentinel-1 Imagery using Deep Learning Semantic Segmentation Models	Sanja Šćepanović, Oleg Antropov, Pekka Laurila	2019	arxiv 1912.05067
LadleNet: A Two-Stage UNet for Infrared Image to Visible Image Translation Guided by Semantic Segmentation	Tonghui Zou, Lei Chen	2023	arxiv 2308.06603
DFNet: Semantic Segmentation on Panoramic Images with Dynamic Loss Weights and Residual Fusion Block	Wei Jiang, Yan Wu	2018	arxiv 1806.07226
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation	Dipam Goswami, René Schuster, Joost van de Weijer	2022	arxiv 2210.07207
FARCLUSS: Fuzzy Adaptive Rebalancing and Contrastive Uncertainty Learning for Semi-Supervised Semantic Segmentation	Ebenezer Tarubinga, Jenifer Kalafatovich, Seong-Whan Lee	2025	arxiv 2506.11142

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