Few-Shot Segmentation

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Period ending 2026-09-21

2 new papers

A weekly snapshot of new work published in Few-Shot Segmentation.

Period ending 2026-09-14

1 new paper

A weekly snapshot of new work published in Few-Shot Segmentation.

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  1. PSMP-CLIP: Patch-Prompt SAM and Multi-Semantic Prompting for CLIP-Based Zero-Shot Anomaly Detection

    Sep 15, 2026Xuezhi Xiang, Guanghao Wu, Heqi Xiang +4Zero-Shot Anomaly DetectionFew-Shot Segmentation

  2. Beyond Argmax: A Mechanistic Study of Semantic Retention in Frozen Foundation-Model Composition for Generalized Few-Shot 3D Segmentation

    Sep 14, 2026Silas Kwabla Gah, Ebenezer OwusuFew-Shot Segmentation3D Semantic Segmentation

  3. MARS-CLIP: Multi-Resolution and Attention Refined Zero-Shot Image Segmentation

    Sep 8, 2026Nagito Saito, Shintaro Ito, Koichi Ito +1Few-Shot SegmentationResolution

  4. Exemplar: Classical Priors Complement Frozen Features for Few-Shot Microscopy Segmentation at Native Resolution

    Sep 2, 2026Michal Průšek, Adam Novozámský, Filip ŠroubekFew-Shot SegmentationMedical Imaging Datasets

  5. Restrict, Don't Retrain: Inference-Time VLM Guidance for Zero-Shot Aerial Segmentation

    Sep 1, 2026Teresa DiMeola, Charles Walter, Hong XiaoFew-Shot SegmentationVision Foundation Models

  6. SAM3-LoRA: Parameter-Efficient Adaptation of a Concept-Promptable Foundation Model for Multi-Class Structural Defect Segmentation

    Aug 31, 2026P. Malaisree, S. Youwai, S. Janrungautai +3Few-Shot SegmentationScalable Defect Detection

  7. Free-Lunch Augmentation by Revisiting Diffusion-Based Data Generation for Cross-Domain Few-Shot Object Detection

    Aug 5, 2026Zijian Zhuang, Yixiong Zou, Yuhua Li +1Few-Shot SegmentationSynthetic Data Augmentation

  8. Prompt-Driven Simulation with Feature Perturbation for Cross-Domain Few-Shot Object Detection

    Aug 2, 2026Linhai Zhuo, Junxi Cai, Tianwen Qian +2Few-Shot SegmentationSynthetic Data Augmentation

  9. Training-Free Entity-Level Few-Shot Segmentation of Remote Sensing Images with Advection Refinement

    Jul 31, 2026Xueting Bai, Huan NiFew-Shot SegmentationRemote Sensing

  10. SADe: Sparse-Atom Support Decontamination for Few-Shot Segmentation with Weak Support Annotations

    Jul 27, 2026Hang Xing, Guangjun Liu, Yan Xia +1Few-Shot SegmentationContamination-Aware Benchmarking Framework

  11. Active few-shot segmentation by reinforcing data selection

    Jul 24, 2026Chenlan Zhao, Benny Wong, Timothy F. Lundberg +8Few-Shot Medical Image SegmentationFew-Shot Segmentation

  12. GFR-SAM: Training-Free Referring Camouflaged Object Segmentation via Cross-Image Prompting

    Jul 13, 2026Yilong Yang, Jianxin Tian, Shengchuan Zhang +1Few-Shot SegmentationCamouflaged Object Detection

  13. HyperBank: A Differentiable Bank of Classical Priors for Few-Shot Spheroid Microscopy Segmentation

    Jul 12, 2026M. Průšek, A. Novozámský, F. Šroubek +3Few-Shot SegmentationMicroscopy

  14. Promptable Concept Segmentation from Above: Evaluating SAM 3's Zero-Shot and One-Shot Capabilities in Remote Sensing

    Jul 10, 2026Mohammad Dabaja, Turgay CelikFew-Shot SegmentationSegment Anything Model

  15. REBASE: Reference-Background Subspace Elimination for Training-Free In-Context Segmentation

    Jul 10, 2026Mantha Sai Gopal, Jaison Saji Chacko, Harsh Nandwana +3Few-Shot SegmentationIn-Context Learning

  16. Prototype-Anchored Generalized Manifold Regression for Unknown-Domain Object Detection

    Jul 8, 2026Zihao Zhang, Aming Wu, Yang Li +1Multimodal Domain GeneralizationFew-Shot Segmentation

  17. TestMate: Test-Time Domain Adaptation Aided by Lightweight Vision Foundation Model

    Jul 4, 2026Dimitrios Fotiou, Vasileios Mygdalis, Ioannis PitasDomain AdaptationFew-Shot Segmentation

  18. AdaCount: Training-Free Similarity-Guided Spatial and Feature Adaptation for Zero-Shot Object Counting

    Jul 2, 2026Muhammad Ibraheem Siddiqui, Muhammad Haris KhanFew-Shot SegmentationCounting

  19. FROST: Training-Free Few-Shot Segmentation with Frozen Features and Nonparametric Statistics

    Jun 30, 2026Junghwan ParkFew-Shot SegmentationRemote Sensing

  20. Training-free Cross-domain Few-shot Segmentation via Robust Semantic Representation and Matching

    Jun 23, 2026Sujun Sun, Mingwu Ren, Haofeng ZhangFew-Shot SegmentationDomain Adaptation

  21. Hierarchical Spatial and Channel Aggregation for Cross-domain Few-shot Segmentation

    Jun 23, 2026Sujun Sun, Mingwu Ren, Haofeng ZhangFew-Shot SegmentationDeep Semantic Representations

  22. Interpretable Probabilistic Medical Image Segmentation via Gaussian Process with Explicit Modelling of Annotation Bias and Variability

    Jun 22, 2026Qi Li, Yuliang Huang, Shaheer U. Saeed +7Medical Image SegmentationMedical Imaging Datasets

  23. Rethinking Prototype-based Similarity Learning for Few-Shot Object Detection

    Jun 22, 2026KunHo Heo, Seungjae Kim, Wongyu Lee +2Few-Shot SegmentationObject Detection

  24. Prompting Diffusion Models for Zero-Shot Instance Segmentation

    Jun 21, 2026Irem Zeynep Alagöz, Nils Morbitzer, Andrea Ramazzina +3Few-Shot SegmentationGenerative Priors

  25. Boundary-by-Mask: Few-Shot Instance Segmentation with Mask-Conditioned Boundary Learning for Texture-Poor Industrial Parts

    Jun 19, 2026Yutaka Yoshinaga, Naoya Chiba, Koichi HashimotoFew-Shot SegmentationMultiple Instance Learning

  26. Attention-Based Prototype Calibration for Multi-Rater Few-Shot Medical Image Segmentation

    Jun 15, 2026Truong Vu, Minh Khoi Ho, Yutong XieFew-Shot Medical Image SegmentationFew-Shot Segmentation

  27. Domain-Guided Prompting of the Segment Anything Model for Seismic Interpretation: The Role of Attributes, Visualization, and Hybrid Prompts

    Jun 14, 2026Aniq Ahmad, Heather Bedle, Ahmad MustafaFull Waveform InversionFew-Shot Segmentation

  28. Unlocking Diffusion Hierarchies: Adaptive Timestep Selection for Zero-Shot Segmentation

    Jun 14, 2026Ramin Nakhli, Mahesh Ramachandran, Luca BallanFew-Shot SegmentationTimestep

  29. Training-Free Generalized Few-Shot Segmentation through Open-Vocabulary Semantic Arbitration

    Jun 8, 2026Silas Kwabla Gah, Ebenezer OwusuFew-Shot SegmentationOpen-Vocabulary

  30. RT-SDGOD: Real-Time Single-Domain Generalized Object Detection

    Jun 8, 2026Yupeng Zhang, Fangzhuo Gao, Ruize Han +2Object DetectionMultimodal Domain Generalization

  31. GLINT: Sparsely Gated Vision-Language Alignment for Fine-Grained Radiology Representations

    Jun 2, 2026Jonggwon Park, Seongeun Lee, Junhyun Park +6Vision-Language AlignmentFew-Shot Segmentation

  32. ToolFG: Towards Well-Grounded Fine-Grained Image Classification

    Jun 1, 2026Yu Xue, Haoxuan Qu, Zhuoling Li +4Fine-Grained PerceptionImage Classification

  33. GiPL: Generative augmented iterative Pseudo-Labeling for Cross-Domain Few-Shot Object Detection

    May 28, 2026Jiacong Liu, Shu Luo, Yikai Qin +3Few-Shot SegmentationPseudo-Labeling

  34. Training-Free Fine-Grained Semantic Segmentations in Low Data Regimes: A FungiTastic Baseline

    May 21, 2026Sebastian Cavada, Francesco Pelosin, Lapo FaggiFew-Shot SegmentationDense Semantic Segmentation

  35. PrAda: Few-Shot Visual Adaptation for Text-Prompted Segmentation

    May 19, 2026Gabriele Rosi, Fabio Cermelli, Carlo Masone +1Few-Shot SegmentationFew-Shot Learning

  36. UniRefiner: Teaching Pre-trained ViTs to Self-Dispose Dross via Contrastive Register

    May 19, 2026Congpei Qiu, Zhaoyu Hu, Wei Ke +3Self-Supervised Vision TransformersVision Transformer

  37. Selective, Regularized, and Calibrated: Harnessing Vision Foundation Models for Cross-Domain Few-Shot Semantic Segmentation

    May 19, 2026Junyuan Ma, Xunzhi Xiang, Wenbin Li +2Few-Shot SegmentationVision Foundation Models

  38. Early Semantic Grounding in Image Editing Models for Zero-Shot Referring Image Segmentation

    May 13, 2026Jingxuan He, Xiyu Wang, Yunke Wang +2Few-Shot SegmentationImage Editing

  39. Hypergraph-Enhanced Training-Free and Language-Free Few-Shot Anomaly Detection

    May 11, 2026Guohuan Xie, Xin He, Dingying Fan +2Zero-Shot Anomaly DetectionFew-Shot Segmentation

  40. Segment Anything with Robust Uncertainty-Accuracy Correlation

    May 11, 2026Hongyou Zhou, Marc Toussaint, Ling Shao +1Few-Shot SegmentationPixel-Level Prediction

  41. From Diffusion to Rectified Flow: Rethinking Text-Based Segmentation

    May 6, 2026Zishen Qu, Xuesong Li, Haijian Gu +5Few-Shot SegmentationText-To-Image Diffusion Models

  42. Remote SAMsing: From Segment Anything to Segment Everything

    Apr 30, 2026Osmar Luiz Ferreira de Carvalho, Osmar Abílio de Carvalho Júnior, Anesmar Olino de Albuquerque +1Remote Sensing Image SegmentationFew-Shot Segmentation

  43. DouC: Dual-Branch CLIP for Training-Free Open-Vocabulary Segmentation

    Apr 27, 2026Mohamad Zamini, Diksha ShuklaFew-Shot SegmentationOpen-Vocabulary

  44. Prompting Foundation Models for Zero-Shot Ship Instance Segmentation in SAR Imagery

    Apr 20, 2026Islam Mansour, Francescopaolo Sica, Michael SchmittFew-Shot SegmentationSynthetic Aperture Radar

  45. A Guideline-Aware AI Agent for Zero-Shot Target Volume Auto-Delineation

    Mar 10, 2026Yoon Jo Kim, Wonyoung Cho, Jongmin Lee +7RadiotherapyFew-Shot Segmentation

  46. RefAM: Attention Magnets for Zero-Shot Referral Segmentation

    Sep 26, 2025Anna Kukleva, Enis Simsar, Alessio Tonioni +4Few-Shot SegmentationMultimodal Diffusion Transformers

  47. Few to Big: Prototype Expansion Network via Diffusion Learner for Point Cloud Few-shot Semantic Segmentation

    Sep 16, 2025Qianguang Zhao, Dongli Wang, Yan Zhou +2Certified Point-CloudFew-Shot Segmentation

  48. Through the Looking Glass: A Dual Perspective on Weakly-Supervised Few-Shot Segmentation

    Aug 22, 2025Jiaqi Ma, Guo-Sen Xie, Fang Zhao +1Few-Shot SegmentationMeta-Learning

  49. AdaptiveCDM: Source-Free Few-Shot Domain Adaptation for Cell Detection in Microscopic Images

    Mar 5, 2025Nimra Dilawar, Sara Nadeem, Javed Iqbal +2Domain AdaptationFew-Shot Segmentation

  50. Phase-Aware Spatial-Frequency Fusion for Few-Shot Fine-Grained Image Classification

    Date pendingRuiling Liu, Linyue Zhang, Wenyi Zeng +5Image ClassificationFew-Shot Segmentation