Learning What Not to Segment: A New Perspective on Few-Shot Segmentation

15 March 2022

Junwei Han

Papers citing "Learning What Not to Segment: A New Perspective on Few-Shot Segmentation"

26 / 26 papers shown

Title
DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency Mengshi Qi Pengfei Zhu X. Li Xiaoyang Bi Lu Qi Huadong Ma Ming Yang VOS VLM 42 0 0 16 Apr 2025
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Amirreza Fateh Mohammad Reza Mohammadi Mohammad Reza Jahed Motlagh ViT 72 5 0 31 Dec 2024
Multimodality Helps Few-shot 3D Point Cloud Semantic Segmentation Zhaochong An Guolei Sun Yun Liu Runjia Li Min Wu Ming-Ming Cheng Ender Konukoglu Serge J. Belongie 64 4 0 29 Oct 2024
RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation Yazhou Zhu Minxian Li Qiaolin Ye Shidong Wang Tong Xin Haofeng Zhang 33 0 0 01 Oct 2024
Class Similarity Transition: Decoupling Class Similarities and Imbalance from Generalized Few-shot Segmentation Shihong Wang Ruixun Liu Kaiyu Li Jiawei Jiang Xiangyong Cao 27 2 0 08 Apr 2024
Explore In-Context Segmentation via Latent Diffusion Models Chaoyang Wang Xiangtai Li Henghui Ding Lu Qi Jiangning Zhang Yunhai Tong Chen Change Loy Shuicheng Yan DiffM 63 6 0 14 Mar 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 42 31 0 27 Feb 2024
Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation Yuan Wang Naisong Luo Tianzhu Zhang 26 11 0 29 Nov 2023
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation Yazhou Zhu Shidong Wang Tong Xin Zheng-Wei Zhang Haofeng Zhang 12 10 0 20 Sep 2023
Learning Cross-Modal Affinity for Referring Video Object Segmentation Targeting Limited Samples Guanghui Li Mingqi Gao Heng Liu Xiantong Zhen Feng Zheng VOS 26 3 0 05 Sep 2023
Masked Cross-image Encoding for Few-shot Segmentation Wenbo Xu Huaxi Huang Mingg-Ming Cheng Litao Yu Qiang Wu Jian Andrew Zhang 25 4 0 22 Aug 2023
Dense Affinity Matching for Few-Shot Segmentation Hao Chen Yonghan Dong Zhe-Ming Lu Yunlong Yu Yingming Li Jungong Han Zhongfei Zhang 33 8 0 17 Jul 2023
Referring Camouflaged Object Detection Xuying Zhang Bo Yin Zheng Lin Qibin Hou Deng-Ping Fan Ming-Ming Cheng 32 17 0 13 Jun 2023
[CLS] Token is All You Need for Zero-Shot Semantic Segmentation Letian Wu Wenya Zhang Tengping Jiang Wankou Yang Xin Jin Wenjun Zeng VLM 19 4 0 13 Apr 2023
Reference Twice: A Simple and Unified Baseline for Few-Shot Instance Segmentation Yue Han Jiangning Zhang Zhucun Xue Chao Xu Xintian Shen Yabiao Wang Chengjie Wang Yong Liu Xiangtai Li 27 17 0 03 Jan 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 19 17 0 09 Dec 2022
Few-shot Medical Image Segmentation with Cycle-resemblance Attention Hao Ding Changchang Sun Hao Tang Dawen Cai Yan Yan 34 45 0 07 Dec 2022
Prototype as Query for Few Shot Semantic Segmentation Leilei Cao Yibo Guo Ye Yuan Qiangguo Jin ViT 25 10 0 27 Nov 2022
One-Shot Transfer of Affordance Regions? AffCorrs! Denis Hadjivelichkov Sicelukwanda Zwane M. Deisenroth Lourdes Agapito Dimitrios Kanoulas 35 34 0 15 Sep 2022
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation Chunbo Lang Binfei Tu Gong Cheng Junwei Han 25 63 0 21 Apr 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 44 37 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 164 172 0 06 Aug 2021
Learning Meta-class Memory for Few-Shot Semantic Segmentation Zhonghua Wu Xiangxi Shi Guosheng lin Jianfei Cai VLM 53 108 0 06 Aug 2021
CRNet: Cross-Reference Networks for Few-Shot Segmentation Weide Liu Chi Zhang Guosheng Lin Fayao Liu SSeg 144 192 0 24 Mar 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,659 0 09 Mar 2017
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 435 15,595 0 02 Nov 2015