Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Geometry-Aware Segmentation of Remote Sensing Images via Implicit Height Estimation	Xiang Li, Lingjing Wang, Yi Fang	2020	arxiv 2006.05848
Curriculum Model Adaptation with Synthetic and Real Data for Semantic Foggy Scene Understanding	Dengxin Dai, Christos Sakaridis, Simon Hecker	2019	arxiv 1901.01415
Segment-Anything Models Achieve Zero-shot Robustness in Autonomous Driving	Jun Yan, Pengyu Wang, Danni Wang	2024	arxiv 2408.09839
FCN+: Global Receptive Convolution Makes FCN Great Again	Xiaoyu Ren, Zhongying Deng, Jin Ye	2023	arxiv 2303.04589
RankSeg: Adaptive Pixel Classification with Image Category Ranking for Segmentation	Haodi He, Yuhui Yuan, Xiangyu Yue	2022	arxiv 2203.04187
Learning Aerial Image Segmentation from Online Maps	Pascal Kaiser, Jan Dirk Wegner, Aurelien Lucchi	2017	arxiv 1707.06879
Semantic Validation in Structure from Motion	Joseph Rowell	2023	arxiv 2304.02420
PointsToWood: A deep learning framework for complete canopy leaf-wood segmentation of TLS data across diverse European forests	Harry J. F. Owen, Matthew J. A. Allen, Stuart W. D. Grieve	2025	arxiv 2503.04420
Relevance analysis of MRI sequences for automatic liver tumor segmentation	Grzegorz Chlebus, Nasreddin Abolmaali, Andrea Schenk	2019	arxiv 1907.11773
IoU is not submodular	Tanguy Kerdoncuff, Rémi Emonet	2018	arxiv 1809.00593
Differentiable Channel Sparsity Search via Weight Sharing within Filters	Yu Zhao, Chung-Kuei Lee	2020	arxiv 2010.14714
SUM: A Benchmark Dataset of Semantic Urban Meshes	Weixiao Gao, Liangliang Nan, Bas Boom	2021	arxiv 2103.00355
Joint Learning of Frequency and Spatial Domains for Dense Predictions	Shaocheng Jia, Wei Yao	2022	arxiv 2202.08991
Task-Adaptive Feature Transformer with Semantic Enrichment for Few-Shot Segmentation	Jun Seo, Young-Hyun Park, Sung Whan Yoon	2022	arxiv 2202.06498
Does Robustness on ImageNet Transfer to Downstream Tasks?	Yutaro Yamada, Mayu Otani	2022	arxiv 2204.03934
Mask3D: Pre-training 2D Vision Transformers by Learning Masked 3D Priors	Ji Hou, Xiaoliang Dai, Zijian He	2023	arxiv 2302.14746
UniDAformer: Unified Domain Adaptive Panoptic Segmentation Transformer via Hierarchical Mask Calibration	Jingyi Zhang, Jiaxing Huang, Xiaoqin Zhang	2022	arxiv 2206.15083
HandsOff: Labeled Dataset Generation With No Additional Human Annotations	Austin Xu, Mariya I. Vasileva, Achal Dave	2022	arxiv 2212.12645
PixelLink: Detecting Scene Text via Instance Segmentation	Dan Deng, Haifeng Liu, Xuelong Li	2018	arxiv 1801.01315
Fusion of Multispectral Data Through Illumination-aware Deep Neural Networks for Pedestrian Detection	Dayan Guan, Yanpeng Cao, Jun Liang	2018	arxiv 1802.09972

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