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DINOv2-powered Few-Shot Semantic Segmentation: A Unified Framework via Cross-Model Distillation and 4D Correlation Mining

22 April 2025

Papers citing "DINOv2-powered Few-Shot Semantic Segmentation: A Unified Framework via Cross-Model Distillation and 4D Correlation Mining"

36 / 36 papers shown

Title
Foreground-Covering Prototype Generation and Matching for SAM-Aided Few-Shot Segmentation S. Park Subeen Lee Hyun Seok Seong Jaejoon Yoo Jae-Pil Heo 127 1 0 03 Jan 2025
Bridge the Points: Graph-based Few-shot Segment Anything Semantically Anqi Zhang Guangyu Gao Jianbo Jiao C. Liu Yunchao Wei VLM 79 8 0 09 Oct 2024
Eliminating Feature Ambiguity for Few-Shot Segmentation Qianxiong Xu Guosheng Lin Chen Change Loy Cheng Long Ziyue Li Rui Zhao 66 3 0 13 Jul 2024
APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation Weizhao He Zhiyuan Liu Wei Zhuo Linlin Shen Jiaqi Yang Songhe Deng Liang Sun VLM 91 10 0 12 Jun 2024
VRP-SAM: SAM with Visual Reference Prompt Yanpeng Sun Jiahui Chen Shan Zhang Xinyu Zhang Qiang Chen Gang Zhang Errui Ding Jingdong Wang Zechao Li 133 39 0 27 Feb 2024
SEGIC: Unleashing the Emergent Correspondence for In-Context Segmentation Lingchen Meng Shiyi Lan Hengduo Li Jose M. Alvarez Zuxuan Wu Yu-Gang Jiang VLM ISeg MLLM 62 9 0 24 Nov 2023
Self-Calibrated Cross Attention Network for Few-Shot Segmentation Qianxiong Xu Wenting Zhao Guosheng Lin Cheng Long 56 29 0 18 Aug 2023
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond Chen Shuai Meng Fanman Runtong Zhang Heqian Qiu Hongliang Li Wu Qingbo Xu Linfeng VLM 86 14 0 15 Aug 2023
Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching Yang Liu Muzhi Zhu Hengtao Li Hao Chen Xinlong Wang Chunhua Shen VLM MLLM 181 90 0 22 May 2023
Personalize Segment Anything Model with One Shot Renrui Zhang Zhengkai Jiang Ziyu Guo Shilin Yan Junting Pan Xianzheng Ma Hao Dong Peng Gao Hongsheng Li MLLM VLM 109 218 0 04 May 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 448 3,529 0 14 Apr 2023
Segment Anything A. Kirillov Eric Mintun Nikhila Ravi Hanzi Mao Chloe Rolland ... Spencer Whitehead Alexander C. Berg Wan-Yen Lo Piotr Dollár Ross B. Girshick MLLM VLM 459 7,452 0 05 Apr 2023
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation Bohao Peng Zhuotao Tian Xiaoyang Wu Chenyao Wang Shu Liu Jingyong Su Jiaya Jia 127 77 0 26 Mar 2023
MSI: Maximize Support-Set Information for Few-Shot Segmentation Seonghyeon Moon Samuel S. Sohn Honglu Zhou Sejong Yoon Vladimir Pavlovic Muhammad Haris Khan Mubbasir Kapadia 99 19 0 09 Dec 2022
Images Speak in Images: A Generalist Painter for In-Context Visual Learning Xinlong Wang Wen Wang Yue Cao Chunhua Shen Tiejun Huang VLM MLLM 156 262 0 05 Dec 2022
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Sunghwan Hong Seokju Cho Jisu Nam Stephen Lin Seung Wook Kim ViT 109 133 0 22 Jul 2022
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation Xinyu Shi Dong Wei Yu Zhang Donghuan Lu Munan Ning Jiashun Chen Kai Ma Yefeng Zheng 55 105 0 18 Jul 2022
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Ehtesham Iqbal Sirojbek Safarov Seongdeok Bang 52 36 0 20 Jun 2022
Learning What Not to Segment: A New Perspective on Few-Shot Segmentation Chunbo Lang Gong Cheng Binfei Tu Junwei Han 96 206 0 15 Mar 2022
PFENet++: Boosting Few-shot Semantic Segmentation with the Noise-filtered Context-aware Prior Mask Xiaoliu Luo Zhuotao Tian Taiping Zhang Bei Yu Yuan Yan Tang Jiaya Jia 98 39 0 28 Sep 2021
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 221 179 0 06 Aug 2021
Few-Shot Segmentation via Cycle-Consistent Transformer Gengwei Zhang Guoliang Kang Yi Yang Yunchao Wei ViT 107 186 0 04 Jun 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 792 6,149 0 29 Apr 2021
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation Bingfeng Zhang Jimin Xiao Terry Qin 75 166 0 30 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.1K 30,032 0 26 Feb 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 734 41,796 0 22 Oct 2020
Part-aware Prototype Network for Few-shot Semantic Segmentation Yongfei Liu Xiangyi Zhang Songyang Zhang Xuming He 49 323 0 13 Jul 2020
Feature Weighting and Boosting for Few-Shot Segmentation Khoi Duc Minh Nguyen S. Todorovic 120 331 0 28 Sep 2019
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Kaixin Wang Jun Hao Liew Yingtian Zou Daquan Zhou Jiashi Feng VLM 84 1,074 0 18 Aug 2019
FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation Xiang Li Tianhan Wei Yau Pun Chen Yu-Wing Tai Chi-Keung Tang VLM 92 249 0 29 Jul 2019
SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation Xiaolin Zhang Yunchao Wei Yi Yang Thomas Huang VLM 71 466 0 22 Oct 2018
One-Shot Learning for Semantic Segmentation Amirreza Shaban Shray Bansal Ziqiang Liu Irfan Essa Byron Boots SSeg VLM 155 705 0 11 Sep 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 936 133,201 0 12 Jun 2017
The 2017 DAVIS Challenge on Video Object Segmentation Jordi Pont-Tuset Federico Perazzi Sergi Caelles Pablo Arbeláez A. Sorkine-Hornung Luc Van Gool VGen VOS 118 1,219 0 03 Apr 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 309 8,184 0 15 Mar 2017
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 473 43,961 0 01 May 2014