One-Shot Learning for Semantic Segmentation

11 September 2017

Papers citing "One-Shot Learning for Semantic Segmentation"

50 / 342 papers shown

Title
Unlocking the Power of SAM 2 for Few-Shot Segmentation Qianxiong Xu Lanyun Zhu Xuanyi Liu Guosheng Lin Cheng Long Ziyue Li Rui Zhao VLM 7 0 0 20 May 2025
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 44 0 0 14 May 2025
Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic Segmentation Gabriele Rosi Fabio Cermelli VLM 42 0 0 06 May 2025
Embracing Collaboration Over Competition: Condensing Multiple Prompts for Visual In-Context Learning Rongxiang Weng Tianci Luo Yaohua Zha Yan Feng Ruisheng Luo Bin Chen Tao Dai Long Chen Yaowei Wang Shu-Tao Xia VLM 60 0 0 30 Apr 2025
Adapting In-Domain Few-Shot Segmentation to New Domains without Retraining Qi Fan Kaiqi Liu Nian Liu Hisham Cholakkal Rao Muhammad Anwer Wenbin Li Yang Gao 86 0 0 30 Apr 2025
E-InMeMo: Enhanced Prompting for Visual In-Context Learning Jiahao Zhang Bowen Wang Hong Liu Liangzhi Li Yuta Nakashima Hajime Nagahara VLM 104 0 0 25 Apr 2025
DINOv2-powered Few-Shot Semantic Segmentation: A Unified Framework via Cross-Model Distillation and 4D Correlation Mining Wei Zhuo Zhiyue Tang Wufeng Xue Hao Ding Linlin Shen 29 0 0 22 Apr 2025
Few-Shot Referring Video Single- and Multi-Object Segmentation via Cross-Modal Affinity with Instance Sequence Matching Heng Liu Guanghui Li Mingqi Gao Xiantong Zhen Feng Zheng Yansen Wang VOS 50 0 0 18 Apr 2025
DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency Mengshi Qi Pengfei Zhu Xianrui Li Xiaoyang Bi Lu Qi Huadong Ma Ming Yang VOS VLM 55 0 0 16 Apr 2025
Vision-Language Model for Object Detection and Segmentation: A Review and Evaluation Yongchao Feng Yajie Liu Shuai Yang Wenrui Cai Jingyang Zhang ... Jiahui Lv Zichen Liu Tengyuan Shi Qingjie Liu Yansen Wang MLLM VLM 63 1 0 13 Apr 2025
MARS: a Multimodal Alignment and Ranking System for Few-Shot Segmentation Nico Catalano Stefano Samele Paolo Pertino Matteo Matteucci 3DPC 53 0 0 10 Apr 2025
CMaP-SAM: Contraction Mapping Prior for SAM-driven Few-shot Segmentation Shuai Chen Fanman Meng Haoran Wei Chenhao Wu Qingbo Wu Linfeng Xu Yiming Li 35 0 0 07 Apr 2025
FSSUWNet: Mitigating the Fragility of Pre-trained Models with Feature Enhancement for Few-Shot Semantic Segmentation in Underwater Images Zhuohao Li Zhicheng Huang Wenchao Liu Zhuxing Zhang Jianming Miao 47 0 0 01 Apr 2025
Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency Relearning Zixuan Zheng Yilei Shi Chunlei Li Jingliang Hu Xiao Xiang Zhu Lichao Mou 48 0 0 19 Mar 2025
The Power of One: A Single Example is All it Takes for Segmentation in VLMs Mir Rayat Imtiaz Hossain Mennatullah Siam Leonid Sigal James J. Little MLLM VLM Presented at ResearchTrend Connect \| VLM on 21 May 2025 94 0 0 13 Mar 2025
DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation Amin Karimi Charalambos Poullis VLM 53 0 0 06 Mar 2025
Few-Shot Classification and Anatomical Localization of Tissues in SPECT Imaging Mohammed Abdul Hafeez Khan Samuel Morries Boddepalli S. Bhattacharyya Debasis Mitra 47 0 0 10 Feb 2025
Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation Models Tongkun Liu Bing Li Xiao Jin Yupeng Shi Qiuying Li Xiang Wei 66 0 0 03 Feb 2025
AdaSemSeg: An Adaptive Few-shot Semantic Segmentation of Seismic Facies Surojit Saha Ross T. Whitaker 65 0 0 28 Jan 2025
Foreground-Covering Prototype Generation and Matching for SAM-Aided Few-Shot Segmentation S. Park Subeen Lee Hyun Seok Seong Jaejoon Yoo Jae-Pil Heo 45 1 0 03 Jan 2025
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Amirreza Fateh Mohammad Reza Mohammadi Mohammad Reza Jahed Motlagh ViT 80 5 0 31 Dec 2024
AFANet: Adaptive Frequency-Aware Network for Weakly-Supervised Few-Shot Semantic Segmentation Jiaqi Ma Guo-Sen Xie Fang Zhao Zechao Li 42 0 0 23 Dec 2024
Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer Xinyue Chen Miaojing Shi Zijian Zhou Lianghua He Sophia Tsoka 87 0 0 20 Dec 2024
SAMIC: Segment Anything with In-Context Spatial Prompt Engineering S. Nagendra Kashif Rashid Chaopeng Shen Daniel Kifer VLM 79 2 0 16 Dec 2024
SAM-IF: Leveraging SAM for Incremental Few-Shot Instance Segmentation Xudong Zhou Wenhao He VLM 62 0 0 15 Dec 2024
Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images Junno Yun Mehmet Akçakaya 79 0 0 06 Dec 2024
LaVin-DiT: Large Vision Diffusion Transformer Zhaoqing Wang Xiaobo Xia Runnan Chen Dongdong Yu Changhu Wang Mingming Gong Tongliang Liu 102 7 0 18 Nov 2024
Gaussian Process Emulators for Few-Shot Segmentation in Cardiac MRI Bruno Viti Franz Thaler Kathrin Lisa Kapper M. Urschler Martin Holler Elias Karabelas 37 0 0 11 Nov 2024
Lightweight Frequency Masker for Cross-Domain Few-Shot Semantic Segmentation Jintao Tong Yixiong Zou Yuhua Li Ruixuan Li 30 4 0 29 Oct 2024
Adaptive Prompt Learning with SAM for Few-shot Scanning Probe Microscope Image Segmentation Yao Shen Ziwei Wei Chunmeng Liu Shuming Wei Qi Zhao Kaiyang Zeng Guangyao Li VLM 18 0 0 16 Oct 2024
Bridge the Points: Graph-based Few-shot Segment Anything Semantically Anqi Zhang Guangyu Gao Jianbo Jiao C. Liu Yunchao Wei VLM 33 4 0 09 Oct 2024
A Simple Image Segmentation Framework via In-Context Examples Yang Liu Chenchen Jing Hengtao Li Muzhi Zhu Hao Chen Xinlong Wang Chunhua Shen 49 7 0 07 Oct 2024
Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation Muzhi Zhu Yang Liu Zekai Luo Chenchen Jing Hao Chen Guangkai Xu Xinlong Wang Chunhua Shen DiffM VLM 36 3 0 03 Oct 2024
Hybrid Mamba for Few-Shot Segmentation Qianxiong Xu Xuanyi Liu Lanyun Zhu Guosheng Lin Cheng Long Ziyue Li Rui Zhao Mamba 35 4 0 29 Sep 2024
Model X-Ray: Detection of Hidden Malware in AI Model Weights using Few Shot Learning Daniel Gilkarov Ran Dubin 22 0 0 28 Sep 2024
AgMTR: Agent Mining Transformer for Few-shot Segmentation in Remote Sensing Hanbo Bi Yingchao Feng Yongqiang Mao Jianning Pei Wenhui Diao Hongqi Wang Xian Sun ViT 37 4 0 26 Sep 2024
Prompt-and-Transfer: Dynamic Class-aware Enhancement for Few-shot Segmentation Hanbo Bi Yingchao Feng Wenhui Diao Peijin Wang Yongqiang Mao Kun Fu Hongqi Wang Xian Sun VLM 47 3 0 16 Sep 2024
High-Performance Few-Shot Segmentation with Foundation Models: An Empirical Study Shijie Chang Lihe Zhang Huchuan Lu VLM 42 1 0 10 Sep 2024
Few-Shot 3D Volumetric Segmentation with Multi-Surrogate Fusion Meng Zheng Benjamin Planche Zhongpai Gao Terrence Chen Richard J. Radke Ziyan Wu 37 0 0 26 Aug 2024
Correlation Weighted Prototype-based Self-Supervised One-Shot Segmentation of Medical Images Siladittya Manna Saumik Bhattacharya Umapada Pal OOD 30 1 0 12 Aug 2024
Small Object Few-shot Segmentation for Vision-based Industrial Inspection Zilong Zhang Chang Niu Yi Lin Jingchi Jiang Xuefeng Chen 46 1 0 31 Jul 2024
BIV-Priv-Seg: Locating Private Content in Images Taken by People With Visual Impairments Yu-Yun Tseng Tanusree Sharma Lotus Zhang Abigale Stangl Leah Findlater Yang Wang Danna Gurari 81 0 0 25 Jul 2024
No Re-Train, More Gain: Upgrading Backbones with Diffusion model for Pixel-Wise and Weakly-Supervised Few-Shot Segmentation Shuai Chen Fanman Meng Chenhao Wu Haoran Wei Runtong Zhang Qingbo Wu Linfeng Xu Hongliang Li 36 0 0 23 Jul 2024
Beyond Mask: Rethinking Guidance Types in Few-shot Segmentation Shijie Chang Youwei Pang Xiaoqi Zhao Lihe Zhang Huchuan Lu 45 1 0 16 Jul 2024
Deep ContourFlow: Advancing Active Contours with Deep Learning Antoine Habis V. Meas-Yedid Elsa D. Angelini Jean-Christophe Olivo-Marin 37 0 0 15 Jul 2024
Visual Prompt Selection for In-Context Learning Segmentation Wei Suo Lanqing Lai Mengyang Sun Hanwang Zhang Peng Wang Yanning Zhang VLM 55 3 0 14 Jul 2024
Eliminating Feature Ambiguity for Few-Shot Segmentation Qianxiong Xu Guosheng Lin Chen Change Loy Cheng Long Ziyue Li Rui Zhao 34 3 0 13 Jul 2024
Swiss DINO: Efficient and Versatile Vision Framework for On-device Personal Object Search Kirill Paramonov Jia-Xing Zhong Umberto Michieli J. Moon Mete Ozay 50 2 0 10 Jul 2024
Label Anything: Multi-Class Few-Shot Semantic Segmentation with Visual Prompts Pasquale De Marinis Nicola Fanelli Raffaele Scaringi Emanuele Colonna Giuseppe Fiameni G. Vessio Giovanna Castellano MLLM VLM 37 2 0 02 Jul 2024
Few-Shot Medical Image Segmentation with High-Fidelity Prototypes Song Tang Shaxu Yan Xiaozhi Qi Jianxin Gao Mao Ye Jianwei Zhang Xiatian Zhu 51 0 0 26 Jun 2024