Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
SRMF: A Data Augmentation and Multimodal Fusion Approach for Long-Tail UHR Satellite Image Segmentation	Yulong Guo, Zilun Zhang, Yongheng Shang	2025	arxiv 2504.19839
Spatial-Regularization-Aware Dual-Branch Collaborative Inference for Training-Free OVSS in Remote Sensing Imagery	Jianzheng Wang, Huan Ni	2026	arxiv 2601.21159
Semantic-Fast-SAM: Efficient Semantic Segmenter	Byunghyun Kim	2026	arxiv 2604.20169
PixelUp: Zero-Shot Semantic Feature Upsampling for Fine-Grained Vision Tasks	Deepank Singh, Anurag Nihal, Vedhus Hoskere	2026	arxiv 2608.02792
Deep learning approaches to surgical video segmentation and object detection: A Scoping Review	Devanish N. Kamtam, Joseph B. Shrager, Satya Deepya Malla	2025	arxiv 2502.16459
NUMSnet: Nested-U Multi-class Segmentation network for 3D Medical Image Stacks	Sohini Roychowdhury	2023	arxiv 2304.02713
Panoptic-DeepLab	Bowen Cheng, Maxwell D. Collins, Yukun Zhu	2019	arxiv 1910.04751
Egocentric Human Segmentation for Mixed Reality	Andrija Gajic, Ester Gonzalez-Sosa, Diego Gonzalez-Morin	2020	arxiv 2005.12074
Improving task-specific representation via 1M unlabelled images without any extra knowledge	Aayush Bansal	2020	arxiv 2006.13919
Leveraging Pretrained Image Classifiers for Language-Based Segmentation	David Golub, Ahmed El-Kishky, Roberto Martín-Martín	2019	arxiv 1911.00830
Volume-based Semantic Labeling with Signed Distance Functions	Tommaso Cavallari, Luigi Di Stefano	2015	arxiv 1511.04242
Beyond Semantic Image Segmentation : Exploring Efficient Inference in Video	Subarna Tripathi, Serge Belongie, Truong Nguyen	2015	arxiv 1507.01578
To GAN or Not To GAN: Segmentation Analysis on Mars DEM	Douglas Dziedzorm Agbeve, Aditya V. Handrale, Salim Fares	2026	arxiv 2606.13252
Towards Generating Realistic 3D Semantic Training Data for Autonomous Driving	Lucas Nunes, Rodrigo Marcuzzi, Jens Behley	2025	arxiv 2503.21449
Channel-wise Knowledge Distillation for Dense Prediction	Changyong Shu, Yifan Liu, Jianfei Gao	2020	arxiv 2011.13256
Recurrent Scene Parsing with Perspective Understanding in the Loop	Shu Kong, Charless Fowlkes	2017	arxiv 1705.07238
Cars Can't Fly up in the Sky: Improving Urban-Scene Segmentation via Height-driven Attention Networks	Sungha Choi, Joanne T. Kim, Jaegul Choo	2020	arxiv 2003.05128
Towards Bounding-Box Free Panoptic Segmentation	Ujwal Bonde, Pablo F. Alcantarilla, Stefan Leutenegger	2020	arxiv 2002.07705
Rain rendering for evaluating and improving robustness to bad weather	Maxime Tremblay, Shirsendu Sukanta Halder, Raoul de Charette	2020	arxiv 2009.03683
TopNet: Topology Preserving Metric Learning for Vessel Tree Reconstruction and Labelling	Deepak Keshwani, Yoshiro Kitamura, Satoshi Ihara	2020	arxiv 2009.08674

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