Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Domain Stylization: A Strong, Simple Baseline for Synthetic to Real Image Domain Adaptation	Aysegul Dundar, Ming-Yu Liu, Ting-Chun Wang	2018	arxiv 1807.09384
Stereo 3D Object Trajectory Reconstruction	Sebastian Bullinger, Christoph Bodensteiner, Michael Arens	2018	arxiv 1808.09297
Predicting Future Instance Segmentation by Forecasting Convolutional Features	Pauline Luc, Camille Couprie, Yann LeCun	2018	arxiv 1803.11496
Cosmic Background Removal with Deep Neural Networks in SBND	SBND Collaboration: R. Acciarri, C. Adams, C. Andreopoulos	2020	arxiv 2012.01301
The Bearable Lightness of Big Data: Towards Massive Public Datasets in Scientific Machine Learning	Wai Tong Chung, Ki Sung Jung, Jacqueline H. Chen	2022	arxiv 2207.12546
CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation	Soham Gadgil, Mark Endo, Emily Wen	2021	arxiv 2102.10484
Back to Fundamentals: Low-Level Visual Features Guided Progressive Token Pruning	Yuanbing Ouyang, Yizhuo Liang, Qingpeng Li	2025	arxiv 2504.17996
TextRegion: Text-Aligned Region Tokens from Frozen Image-Text Models	Yao Xiao, Qiqian Fu, Heyi Tao	2025	arxiv 2505.23769
LLM-Guided Taxonomy and Hierarchical Uncertainty for 3D Point Cloud Active Learning	Chenxi Li, Nuo Chen, Fengyun Tan	2025	arxiv 2505.18924
EZ-SP: Fast and Lightweight Superpoint-Based 3D Segmentation	Louis Geist, Loic Landrieu, Damien Robert	2025	arxiv 2512.00385
3D Affordance Keypoint Detection for Robotic Manipulation	Zhiyang Liu, Ruiteng Zhao, Lei Zhou	2025	arxiv 2511.22195
Skip-Attention: Improving Vision Transformers by Paying Less Attention	Shashanka Venkataramanan, Amir Ghodrati, Yuki M. Asano	2023	arxiv 2301.02240
2nd Place Solution for PVUW Challenge 2024: Video Panoptic Segmentation	Biao Wu, Diankai Zhang, Si Gao	2024	arxiv 2406.00500
PanoSAMic: Panoramic Image Segmentation from SAM Feature Encoding and Dual View Fusion	Mahdi Chamseddine, Didier Stricker, Jason Rambach	2026	arxiv 2601.07447
Seeing Through Clutter: Structured 3D Scene Reconstruction via Iterative Object Removal	Rio Aguina-Kang, Kevin James Blackburn-Matzen, Thibault Groueix	2026	arxiv 2602.04053
Enhanced LULC Segmentation via Lightweight Model Refinements on ALOS-2 SAR Data	Ali Caglayan, Nevrez Imamoglu, Toru Kouyama	2026	arxiv 2601.15705
SEEC: Segmentation-Assisted Multi-Entropy Models for Learned Lossless Image Compression	Chunhang Zheng, Zichang Ren, Dou Li	2025	arxiv 2509.07704
Full Stack Navigation, Mapping, and Planning for the Lunar Autonomy Challenge	Adam Dai, Asta Wu, Keidai Iiyama	2026	arxiv 2603.17232
Rank-Aware Quantile Activation for Motion-Robust Crop Segmentation in UAV Imagery	Abinav Kiran, Sravan Danda, Aditya Challa	2026	arxiv 2606.01118
GO: The Great Outdoors Multimodal Dataset	Peng Jiang, Kasi Viswanath, Akhil Nagariya	2025	arxiv 2501.19274

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