Research

Papers for “semantic segmentation”

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

Title	Authors	Year	Source
C-DLinkNet: considering multi-level semantic features for human parsing	Yu Lu, Muyan Feng, Ming Wu	2020	arxiv 2001.11690
Metadata Improves Segmentation Through Multitasking Elicitation	Iaroslav Plutenko, Mikhail Papkov, Kaupo Palo	2023	arxiv 2308.09411
Learnable Polyphase Sampling for Shift Invariant and Equivariant Convolutional Networks	Renan A. Rojas-Gomez, Teck-Yian Lim, Alexander G. Schwing	2022	arxiv 2210.08001
Neither Quick Nor Proper -- Evaluation of QuickProp for Learning Deep Neural Networks	Clemens-Alexander Brust, Sven Sickert, Marcel Simon	2016	arxiv 1606.04333
Leveraging 2D-VLM for Label-Free 3D Segmentation in Large-Scale Outdoor Scene Understanding	Toshihiko Nishimura, Hirofumi Abe, Kazuhiko Murasaki	2026	arxiv 2601.02029
PaRK-Detect: Towards Efficient Multi-Task Satellite Imagery Road Extraction via Patch-Wise Keypoints Detection	Shenwei Xie, Wanfeng Zheng, Zhenglin Xian	2023	arxiv 2302.13263
Learning Point Embeddings from Shape Repositories for Few-Shot Segmentation	Gopal Sharma, Evangelos Kalogerakis, Subhransu Maji	2019	arxiv 1910.01269
A Benchmark for LiDAR-based Panoptic Segmentation based on KITTI	Jens Behley, Andres Milioto, Cyrill Stachniss	2020	arxiv 2003.02371
RethNet: Object-by-Object Learning for Detecting Facial Skin Problems	Shohrukh Bekmirzaev, Seoyoung Oh, Sangwook Yoo	2021	arxiv 2101.02127
SPGNet: Semantic Prediction Guidance for Scene Parsing	Bowen Cheng, Liang-Chieh Chen, Yunchao Wei	2019	arxiv 1908.09798
Using Image Priors to Improve Scene Understanding	Brigit Schroeder, Hanlin Tang, Alexandre Alahi	2019	arxiv 1910.01198
Unsupervised Image Segmentation by Mutual Information Maximization and Adversarial Regularization	S. Ehsan Mirsadeghi, Ali Royat, Hamid Rezatofighi	2021	arxiv 2107.00691
Robust 3D Scene Segmentation through Hierarchical and Learnable Part-Fusion	Anirud Thyagharajan, Benjamin Ummenhofer, Prashant Laddha	2021	arxiv 2111.08434
Fairness Continual Learning Approach to Semantic Scene Understanding in Open-World Environments	Thanh-Dat Truong, Hoang-Quan Nguyen, Bhiksha Raj	2023	arxiv 2305.15700
Learning to Relate Depth and Semantics for Unsupervised Domain Adaptation	Suman Saha, Anton Obukhov, Danda Pani Paudel	2021	arxiv 2105.07830
Unsupervised Domain Adaptation for Medical Image Segmentation via Feature-space Density Matching	Tushar Kataria, Beatrice Knudsen, Shireen Elhabian	2023	arxiv 2305.05789
Convolutional Neural Network Segmentation for Satellite Imagery Data to Identify Landforms Using U-Net Architecture	Mitul Goswami, Sainath Dey, Aniruddha Mukherjee	2025	arxiv 2502.05476
PSA-SSL: Pose and Size-aware Self-Supervised Learning on LiDAR Point Clouds	Barza Nisar, Steven L. Waslander	2025	arxiv 2503.13914
WUDA: Unsupervised Domain Adaptation Based on Weak Source Domain Labels	Shengjie Liu, Chuang Zhu, Wenqi Tang	2022	arxiv 2210.02088
Atrous Residual Interconnected Encoder to Attention Decoder Framework for Vertebrae Segmentation via 3D Volumetric CT Images	Wenqiang Li, YM Tang, Ziyang Wang	2021	arxiv 2104.03715

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