Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
Semi-parametric Image Synthesis	Xiaojuan Qi, Qifeng Chen, Jiaya Jia	2018	arxiv 1804.10992
A deep convolutional encoder-decoder neural network in assisting seismic horizon tracking	Hao Wu, Bo Zhang	2018	arxiv 1804.06814
Weakly supervised pan-cancer segmentation tool	Marvin Lerousseau, Marion Classe, Enzo Battistella	2021	arxiv 2105.04269
Refined Deep Neural Network and U-Net for Polyps Segmentation	Quoc-Huy Trinh, Minh-Van Nguyen, Thiet-Gia Huynh	2021	arxiv 2105.14848
AIM 2020 Challenge on Image Extreme Inpainting	Evangelos Ntavelis, Andrés Romero, Siavash Bigdeli	2020	arxiv 2010.01110
Bayesian Federated Neural Matching that Completes Full Information	Peng Xiao, Samuel Cheng	2022	arxiv 2211.08010
Semantic 3D Grid Maps for Autonomous Driving	Ajinkya Khoche, Maciej K Wozniak, Daniel Duberg	2022	arxiv 2211.01700
PanDepth: Joint Panoptic Segmentation and Depth Completion	Juan Lagos, Esa Rahtu	2022	arxiv 2212.14180
GridNet-HD: A High-Resolution Multi-Modal Dataset for LiDAR-Image Fusion on Power Line Infrastructure	Antoine Carreaud, Shanci Li, Malo De Lacour	2026	arxiv 2601.13052
Tunable Soft Equivariance with Guarantees	Md Ashiqur Rahman, Lim Jun Hao, Jeremiah Jiang	2026	arxiv 2603.26657
An Open Source Computer Vision and Machine Learning Framework for Affordable Life Science Robotic Automation	Zachary Logan, Andrew Dudash, Daniel Negrón	2026	arxiv 2603.20465
Activation-Free Backbones for Image Recognition: Polynomial Alternatives within MetaFormer-Style Vision Models	Jeffrey Wang, Jonathan Gregory, Grigorios G. Chrysos	2026	arxiv 2605.20839
OvAi Focus: AI-based Multi-class Segmentation of Functional Ovaries and Adnexal Masses in Gynecological Ultrasound	Niccolò Tallone, Francesca Salis, Pio Raffaele Fina	2026	arxiv 2607.14179
LidarMultiNet: Towards a Unified Multi-Task Network for LiDAR Perception	Dongqiangzi Ye, Zixiang Zhou, Weijia Chen	2022	arxiv 2209.09385
Masked strategies for images with small objects	H. Martin Gillis, Ming Hill, Paul Hollensen	2025	arxiv 2504.17935
3D Reconstruction of Coronary Vessel Trees from Biplanar X-Ray Images Using a Geometric Approach	Ethan Koland, Lin Xi, Nadeev Wijesuriya	2025	arxiv 2509.13358
SnapshotNet: Self-supervised Feature Learning for Point Cloud Data Segmentation Using Minimal Labeled Data	Xingye Li, Ling Zhang, Zhigang Zhu	2022	arxiv 2201.04833
Enforcing temporal consistency in Deep Learning segmentation of brain MR images	Malav Bateriwala, Pierrick Bourgeat	2019	arxiv 1906.07160
Robust Segmentation Models using an Uncertainty Slice Sampling Based Annotation Workflow	Grzegorz Chlebus, Andrea Schenk, Horst K. Hahn	2021	arxiv 2109.14879
POLAR-Sim: Augmenting NASA's POLAR Dataset for Data-Driven Lunar Perception and Rover Simulation	Bo-Hsun Chen, Peter Negrut, Thomas Liang	2023	arxiv 2309.12397

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