MSI: Maximize Support-Set Information for Few-Shot Segmentation

MSI: Maximize Support-Set Information for Few-Shot Segmentation

9 December 2022

Seonghyeon Moon

Honglu Zhou

Vladimir Pavlovic

Muhammad Haris Khan

Mubbasir Kapadia

Papers citing "MSI: Maximize Support-Set Information for Few-Shot Segmentation"

13 / 13 papers shown

Title
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 25 0 0 22 Apr 2025
CMaP-SAM: Contraction Mapping Prior for SAM-driven Few-shot Segmentation Shuai Chen Fanman Meng Haoran Wei Chenhao Wu Q. Wu Linfeng Xu H. Li 28 0 0 07 Apr 2025
DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation Amin Karimi Charalambos Poullis VLM 41 0 0 06 Mar 2025
Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images Junno Yun Mehmet Akçakaya 69 0 0 06 Dec 2024
High-Performance Few-Shot Segmentation with Foundation Models: An Empirical Study Shijie Chang Lihe Zhang Huchuan Lu VLM 26 0 0 10 Sep 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 26 0 0 23 Jul 2024
Beyond Mask: Rethinking Guidance Types in Few-shot Segmentation Shijie Chang Youwei Pang Xiaoqi Zhao Lihe Zhang Huchuan Lu 21 1 0 16 Jul 2024
Embedding Generalized Semantic Knowledge into Few-Shot Remote Sensing Segmentation Yuyu Jia Wei Huang Junyu Gao Qi. Wang Qiang Li 30 3 0 22 May 2024
Rethinking Prior Information Generation with CLIP for Few-Shot Segmentation Jin Wang Bingfeng Zhang Jian Pang Honglong Chen Weifeng Liu VLM 24 6 0 14 May 2024
Group-On: Boosting One-Shot Segmentation with Supportive Query Hanjing Zhou Mingze Yin JinTai Chen D. Z. Chen Jian Wu VLM ISeg 38 1 0 18 Apr 2024
LLaFS: When Large Language Models Meet Few-Shot Segmentation Lanyun Zhu Tianrun Chen Deyi Ji Jieping Ye Jun Liu VLM 26 37 0 28 Nov 2023
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer Zhihe Lu Sen He Xiatian Zhu Li Zhang Yi-Zhe Song Tao Xiang ViT 164 171 0 06 Aug 2021
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need? Malik Boudiaf H. Kervadec Imtiaz Masud Ziko Pablo Piantanida Ismail Ben Ayed Jose Dolz VLM 169 186 0 11 Dec 2020