Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
BLO-SAM: Bi-level Optimization Based Overfitting-Preventing Finetuning of SAM	Li Zhang, Youwei Liang, Ruiyi Zhang	2024	arxiv 2402.16338
CLIP with Quality Captions: A Strong Pretraining for Vision Tasks	Pavan Kumar Anasosalu Vasu, Hadi Pouransari, Fartash Faghri	2024	arxiv 2405.08911
GIRAFE: Glottal Imaging Dataset for Advanced Segmentation, Analysis, and Facilitative Playbacks Evaluation	G. Andrade-Miranda, K. Chatzipapas, J.D. Arias-Londoño	2024	arxiv 2412.15054
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency Regularization	Zijie Fang, Yifeng Wang, Peizhang Xie	2024	arxiv 2412.20924
Is Pre-training Applicable to the Decoder for Dense Prediction?	Chao Ning, Wanshui Gan, Weihao Xuan	2025	arxiv 2503.07637
Semantically Informed Multiview Surface Refinement	Maros Blaha, Mathias Rothermel, Martin R. Oswald	2017	arxiv 1706.08336
Refine Myself by Teaching Myself: Feature Refinement via Self-Knowledge Distillation	Mingi Ji, Seungjae Shin, Seunghyun Hwang	2021	arxiv 2103.08273
Pseudo Pixel-level Labeling for Images with Evolving Content	Sara Mousavi, Zhenning Yang, Kelley Cross	2021	arxiv 2105.09975
Learning Deep Representations for Semantic Image Parsing: a Comprehensive Overview	Lili Huang, Jiefeng Peng, Ruimao Zhang	2018	arxiv 1810.04377
The Direction-Aware, Learnable, Additive Kernels and the Adversarial Network for Deep Floor Plan Recognition	Yuli Zhang, Yeyang He, Shaowen Zhu	2020	arxiv 2001.11194
Rainy screens: Collecting rainy datasets, indoors	Horia Porav, Valentina-Nicoleta Musat, Tom Bruls	2020	arxiv 2003.04742
Can We Learn Heuristics For Graphical Model Inference Using Reinforcement Learning?	Safa Messaoud, Maghav Kumar, Alexander G. Schwing	2020	arxiv 2005.01508
False Positive Detection and Prediction Quality Estimation for LiDAR Point Cloud Segmentation	Pascal Colling, Matthias Rottmann, Lutz Roese-Koerner	2021	arxiv 2110.15681
Shuffle Transformer: Rethinking Spatial Shuffle for Vision Transformer	Zilong Huang, Youcheng Ben, Guozhong Luo	2021	arxiv 2106.03650
Land Cover Segmentation with Sparse Annotations from Sentinel-2 Imagery	Marco Galatola, Edoardo Arnaudo, Luca Barco	2023	arxiv 2306.16252
Multi-Scale Context Aggregation by Dilated Convolutions	Fisher Yu, Vladlen Koltun	2015	arxiv 1511.07122
Stacked U-Nets: A No-Frills Approach to Natural Image Segmentation	Sohil Shah, Pallabi Ghosh, Larry S Davis	2018	arxiv 1804.10343
Feature Fusion through Multitask CNN for Large-scale Remote Sensing Image Segmentation	Shihao Sun, Lei Yang, Wenjie Liu	2018	arxiv 1807.09072
Multi-Institutional Deep Learning Modeling Without Sharing Patient Data: A Feasibility Study on Brain Tumor Segmentation	Micah J Sheller, G Anthony Reina, Brandon Edwards	2018	arxiv 1810.04304
Point2Tree(P2T) -- framework for parameter tuning of semantic and instance segmentation used with mobile laser scanning data in coniferous forest	Maciej Wielgosz, Stefano Puliti, Phil Wilkes	2023	arxiv 2305.02651

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