Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Geometric Flood Depth Estimation: Fusing Transformer-Based Segmentation with Digital Elevation Models	Nhut Le, Ehsan Karimi, Maryam Rahnemoonfar	2026	arxiv 2605.08521
VLRC: Vision-Language Reprojection Consistency as a scalable signal for better feed-forward 3D pretraining	Marwane Hariat, David Filliat, Antoine Manzanera	2026	arxiv 2607.02707
Retrieval and Localization with Observation Constraints	Yuhao Zhou, Huanhuan Fan, Shuang Gao	2021	arxiv 2108.08516
3D Human Pose Estimation with Spatial and Temporal Transformers	Ce Zheng, Sijie Zhu, Matias Mendieta	2021	arxiv 2103.10455
Learning to Segment Medical Images from Few-Shot Sparse Labels	Pedro H. T. Gama, Hugo Oliveira, Jefersson A. dos Santos	2021	arxiv 2108.05476
KITTI-CARLA: a KITTI-like dataset generated by CARLA Simulator	Jean-Emmanuel Deschaud	2021	arxiv 2109.00892
Quadruple Augmented Pyramid Network for Multi-class COVID-19 Segmentation via CT	Ziyang Wang, Irina Voiculescu	2021	arxiv 2103.05546
Hypercorrelation Squeeze for Few-Shot Segmentation	Juhong Min, Dahyun Kang, Minsu Cho	2021	arxiv 2104.01538
Adversarial Attacks on Multi-task Visual Perception for Autonomous Driving	Ibrahim Sobh, Ahmed Hamed, Varun Ravi Kumar	2021	arxiv 2107.07449
Diffusion Models for Implicit Image Segmentation Ensembles	Julia Wolleb, Robin Sandkühler, Florentin Bieder	2021	arxiv 2112.03145
Dilated deeply supervised networks for hippocampus segmentation in MRI	Lukas Folle, Sulaiman Vesal, Nishant Ravikumar	2019	arxiv 1903.09097
Class Balanced PixelNet for Neurological Image Segmentation	Mobarakol Islam, Hongliang Ren	2022	arxiv 2204.11048
On the generalization capabilities of FSL methods through domain adaptation: a case study in endoscopic kidney stone image classification	Mauricio Mendez-Ruiz, Francisco Lopez-Tiro, Jonathan El-Beze	2022	arxiv 2205.00895
Visual Similarity Attention	Meng Zheng, Srikrishna Karanam, Terrence Chen	2019	arxiv 1911.07381
MulT: An End-to-End Multitask Learning Transformer	Deblina Bhattacharjee, Tong Zhang, Sabine Süsstrunk	2022	arxiv 2205.08303
General Adversarial Defense Against Black-box Attacks via Pixel Level and Feature Level Distribution Alignments	Xiaogang Xu, Hengshuang Zhao, Philip Torr	2022	arxiv 2212.05387
Meta Omnium: A Benchmark for General-Purpose Learning-to-Learn	Ondrej Bohdal, Yinbing Tian, Yongshuo Zong	2023	arxiv 2305.07625
TrueDeep: A systematic approach of crack detection with less data	Ram Krishna Pandey, Akshit Achara	2023	arxiv 2305.19088
Spatially-Adaptive Filter Units for Deep Neural Networks	Domen Tabernik, Matej Kristan, Aleš Leonardis	2017	arxiv 1711.11473
Road Extraction by Deep Residual U-Net	Zhengxin Zhang, Qingjie Liu, Yunhong Wang	2017	arxiv 1711.10684

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