Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Deep Semantic Segmentation of Natural and Medical Images: A Review	Saeid Asgari Taghanaki, Kumar Abhishek, Joseph Paul Cohen	2019	arxiv 1910.07655
Semantic Segmentation from Image Labels by Reconstruction from Structured Decomposition	Xuanrui Zeng	2024	arxiv 2409.01472
Autonomous Hiking Trail Navigation via Semantic Segmentation and Geometric Analysis	Camndon Reed, Christopher Tatsch, Jason N. Gross	2024	arxiv 2409.15671
A Dataset for Semantic Segmentation in the Presence of Unknowns	Zakaria Laskar, Tomas Vojir, Matej Grcic	2025	arxiv 2503.22309
Mining of Single-Class by Active Learning for Semantic Segmentation	Hugues Lambert, Emma Slade	2023	arxiv 2307.09109
Memory-Constrained Semantic Segmentation for Ultra-High Resolution UAV Imagery	Qi Li, Jiaxin Cai, Yuanlong Yu	2023	arxiv 2310.04721
Lightweight Frequency Masker for Cross-Domain Few-Shot Semantic Segmentation	Jintao Tong, Yixiong Zou, Yuhua Li	2024	arxiv 2410.22135
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging	Yimu Pan, Sitao Zhang, Alison D. Gernand	2024	arxiv 2412.13156
Perception Matters: Enhancing Embodied AI with Uncertainty-Aware Semantic Segmentation	Sai Prasanna, Daniel Honerkamp, Kshitij Sirohi	2024	arxiv 2408.02297
A Training-free Synthetic Data Selection Method for Semantic Segmentation	Hao Tang, Siyue Yu, Jian Pang	2025	arxiv 2501.15201
Active Learning Inspired ControlNet Guidance for Augmenting Semantic Segmentation Datasets	Hannah Kniesel, Pedro Hermosilla, Timo Ropinski	2025	arxiv 2503.09221
3D Semantic Segmentation of Brain Tumor for Overall Survival Prediction	Rupal Agravat, Mehul S Raval	2020	arxiv 2008.11576
Boundary-Aware Geometric Encoding for Semantic Segmentation of Point Clouds	Jingyu Gong, Jiachen Xu, Xin Tan	2021	arxiv 2101.02381
Amplitude Spectrum Transformation for Open Compound Domain Adaptive Semantic Segmentation	Jogendra Nath Kundu, Akshay Kulkarni, Suvaansh Bhambri	2022	arxiv 2202.04287
Context Label Learning: Improving Background Class Representations in Semantic Segmentation	Zeju Li, Konstantinos Kamnitsas, Cheng Ouyang	2022	arxiv 2212.08423
Segment-Phrase Table for Semantic Segmentation, Visual Entailment and Paraphrasing	Hamid Izadinia, Fereshteh Sadeghi, Santosh Kumar Divvala	2015	arxiv 1509.08075
High-performance Semantic Segmentation Using Very Deep Fully Convolutional Networks	Zifeng Wu, Chunhua Shen, Anton van den Hengel	2016	arxiv 1604.04339
Rich feature hierarchies for accurate object detection and semantic segmentation	Ross Girshick, Jeff Donahue, Trevor Darrell	2013	arxiv 1311.2524
Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes	Tobias Pohlen, Alexander Hermans, Markus Mathias	2016	arxiv 1611.08323
STD2P: RGBD Semantic Segmentation Using Spatio-Temporal Data-Driven Pooling	Yang He, Wei-Chen Chiu, Margret Keuper	2016	arxiv 1604.02388

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