Browse State-of-the-Art › Few-Shot Semantic Segmentation › Papers, page 2
Few-Shot Semantic Segmentation
Papers archive 2025-07-28
archive papers tagged: 168 · with a code link: 102 · where Syntology ran a sample: 25 (20 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (25 of 168 tagged: 20 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument)
Page 2 of 2: papers 101 to 168 of 168, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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22 Oct 2018 1 repository listed
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20 Nov 2015 1 repository listed
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Adapter Naturally Serves as Decoupler for Cross-Domain Few-Shot Semantic Segmentation9 Jun 2025 0 repositories listed
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DINOv2-powered Few-Shot Semantic Segmentation: A Unified Framework via Cross-Model Distillation and 4D Correlation Mining22 Apr 2025 0 repositories listed
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AdaSemSeg: An Adaptive Few-shot Semantic Segmentation of Seismic Facies28 Jan 2025 0 repositories listed
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Overcoming Support Dilution for Robust Few-shot Semantic Segmentation23 Jan 2025 0 repositories listed
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DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation1 Jan 2025 0 repositories listed
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Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images6 Dec 2024 0 repositories listed
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Is Foreground Prototype Sufficient? Few-Shot Medical Image Segmentation with Background-Fused Prototype4 Dec 2024 0 repositories listed
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Segment Any Class (SAC): Multi-Class Few-Shot Semantic Segmentation via Class Region Proposals21 Nov 2024 0 repositories listed
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Task Consistent Prototype Learning for Incremental Few-shot Semantic Segmentation16 Oct 2024 0 repositories listed
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Localization and Expansion: A Decoupled Framework for Point Cloud Few-shot Semantic Segmentation25 Aug 2024 0 repositories listed
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APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation12 Jun 2024 0 repositories listed
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Memory-guided Network with Uncertainty-based Feature Augmentation for Few-shot Semantic Segmentation1 Jun 2024 0 repositories listed
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Organizing Background to Explore Latent Classes for Incremental Few-shot Semantic Segmentation29 May 2024 0 repositories listed
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Show and Grasp: Few-shot Semantic Segmentation for Robot Grasping through Zero-shot Foundation Models19 Apr 2024 0 repositories listed
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LERENet: Eliminating Intra-class Differences for Metal Surface Defect Few-shot Semantic Segmentation17 Mar 2024 0 repositories listed
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Boosting Few-Shot Semantic Segmentation Via Segment Anything Model18 Jan 2024 0 repositories listed
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Analyzing Local Representations of Self-supervised Vision Transformers31 Dec 2023 0 repositories listed
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Relevant Intrinsic Feature Enhancement Network for Few-Shot Semantic Segmentation11 Dec 2023 0 repositories listed
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Background Clustering Pre-training for Few-shot Segmentation6 Dec 2023 0 repositories listed
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Language-guided Few-shot Semantic Segmentation23 Nov 2023 0 repositories listed
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Self-guided Few-shot Semantic Segmentation for Remote Sensing Imagery Based on Large Vision Models22 Nov 2023 0 repositories listed
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Target-aware Bi-Transformer for Few-shot Segmentation18 Sep 2023 0 repositories listed
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22 Aug 2023 0 repositories listed
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15 Aug 2023 0 repositories listed
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Prototypical Kernel Learning and Open-set Foreground Perception for Generalized Few-shot Semantic Segmentation9 Aug 2023 0 repositories listed
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FGNet: Towards Filling the Intra-class and Inter-class Gaps for Few-shot Segmentation1 Aug 2023 0 repositories listed
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Dense Affinity Matching for Few-Shot Segmentation17 Jul 2023 0 repositories listed
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Hierarchical Dense Correlation Distillation for Few-Shot Segmentation-Extended Abstract27 Jun 2023 0 repositories listed
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Unsupervised augmentation optimization for few-shot medical image segmentation8 Jun 2023 0 repositories listed
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Reflection Invariance Learning for Few-shot Semantic Segmentation1 Jun 2023 0 repositories listed
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Advancing Incremental Few-shot Semantic Segmentation via Semantic-guided Relation Alignment and Adaptation18 May 2023 0 repositories listed
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[CLS] Token is All You Need for Zero-Shot Semantic Segmentation13 Apr 2023 0 repositories listed
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Few Shot Semantic Segmentation: a review of methodologies, benchmarks, and open challenges12 Apr 2023 0 repositories listed
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ForamViT-GAN: Exploring New Paradigms in Deep Learning for Micropaleontological Image Analysis9 Apr 2023 0 repositories listed
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Few-shot 3D LiDAR Semantic Segmentation for Autonomous Driving17 Feb 2023 0 repositories listed
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9 Jan 2023 0 repositories listed
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SegGPT: Towards Segmenting Everything in Context1 Jan 2023 0 repositories listed
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Progressively Dual Prior Guided Few-shot Semantic Segmentation20 Nov 2022 0 repositories listed
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16 Nov 2022 0 repositories listed
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Self-Regularized Prototypical Network for Few-Shot Semantic Segmentation30 Oct 2022 0 repositories listed
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15 Oct 2022 0 repositories listed
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Bidirectional Feature Globalization for Few-shot Semantic Segmentation of 3D Point Cloud Scenes13 Aug 2022 0 repositories listed
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Incremental Few-Shot Semantic Segmentation via Embedding Adaptive-Update and Hyper-class Representation26 Jul 2022 0 repositories listed
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22 Apr 2022 0 repositories listed
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Texture based Prototypical Network for Few-Shot Semantic Segmentation of Forest Cover: Generalizing for Different Geographical Regions29 Mar 2022 0 repositories listed
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Remember the Difference: Cross-Domain Few-Shot Semantic Segmentation via Meta-Memory Transfer1 Jan 2022 0 repositories listed
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Generalized Few-Shot Semantic Segmentation: All You Need is Fine-Tuning21 Dec 2021 0 repositories listed
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Meta-Learning via Learning with Distributed Memory1 Dec 2021 0 repositories listed
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24 Nov 2021 0 repositories listed
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Dual Prototypical Contrastive Learning for Few-shot Semantic Segmentation9 Nov 2021 0 repositories listed
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A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation2 Nov 2021 0 repositories listed
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30 Oct 2021 0 repositories listed
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Weakly Supervised Few-Shot Segmentation Via Meta-Learning3 Sep 2021 0 repositories listed
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PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning26 Aug 2021 0 repositories listed
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Few-shot Segmentation with Optimal Transport Matching and Message Flow19 Aug 2021 0 repositories listed
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Boosting Few-shot Semantic Segmentation with Transformers4 Aug 2021 0 repositories listed
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SCNet: Enhancing Few-Shot Semantic Segmentation by Self-Contrastive Background Prototypes19 Apr 2021 0 repositories listed
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Few-Shot Semantic Segmentation With Cyclic Memory Network1 Jan 2021 0 repositories listed
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Hypercorrelation Squeeze for Few-Shot Segmenation1 Jan 2021 0 repositories listed
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SML: Semantic Meta-learning for Few-shot Semantic Segmentation14 Sep 2020 0 repositories listed
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Few-Shot Semantic Segmentation with Democratic Attention Networks1 Aug 2020 0 repositories listed
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Few-Shot Semantic Segmentation Augmented with Image-Level Weak Annotations3 Jul 2020 0 repositories listed
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Differentiable Meta-learning Model for Few-shot Semantic Segmentation23 Nov 2019 0 repositories listed
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14 Oct 2019 0 repositories listed
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1 Oct 2019 0 repositories listed
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1 Jul 2019 0 repositories listed