Learning Meta-class Memory for Few-Shot Semantic Segmentation

6 August 2021

Zhonghua Wu

Xiangxi Shi

Guosheng lin

Jianfei Cai

VLM

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Papers citing "Learning Meta-class Memory for Few-Shot Semantic Segmentation"

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Title
DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation Amin Karimi Charalambos Poullis VLM 58 0 0 06 Mar 2025
AFANet: Adaptive Frequency-Aware Network for Weakly-Supervised Few-Shot Semantic Segmentation Jiaqi Ma Guo-Sen Xie Fang Zhao Zechao Li 47 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 92 0 0 20 Dec 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
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 46 8 0 12 Jun 2024
Memory-guided Network with Uncertainty-based Feature Augmentation for Few-shot Semantic Segmentation Xinyue Chen Miaojing Shi 50 0 0 01 Jun 2024
More than the Sum of Its Parts: Ensembling Backbone Networks for Few-Shot Segmentation Nicolás Catalano Alessandro Maranelli Agnese Chiatti Matteo Matteucci 38 1 0 09 Feb 2024
ISAR: A Benchmark for Single- and Few-Shot Object Instance Segmentation and Re-Identification Nicolas Gorlo Kenneth Blomqvist Francesco Milano Roland Siegwart VLM 41 2 0 05 Nov 2023
Heterogenous Memory Augmented Neural Networks Zihan Qiu Zhen Liu Shuicheng Yan Shanghang Zhang Jie Fu 20 0 0 17 Oct 2023
Cross-adversarial local distribution regularization for semi-supervised medical image segmentation Thanh Nguyen-Duc Trung Le Roland Bammer He Zhao Jianfei Cai Dinh Q. Phung OOD MedIm 32 8 0 02 Oct 2023
PartSeg: Few-shot Part Segmentation via Part-aware Prompt Learning M. Han Heliang Zheng Chaoyue Wang Yong Luo Han Hu Jing Zhang Yonggang Wen VLM 37 3 0 24 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 35 12 0 15 Aug 2023
Prototypical Kernel Learning and Open-set Foreground Perception for Generalized Few-shot Semantic Segmentation Kai Huang Fei Wang Ye Xi Yutao Gao 35 8 0 09 Aug 2023
Dense Affinity Matching for Few-Shot Segmentation Hao Chen Yonghan Dong Zhe-Ming Lu YunLong Yu Yingming Li Jungong Han Zhongfei Zhang 46 8 0 17 Jul 2023
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image Segmentation Zhaoxin Fan Puquan Pan Zeren Zhang C. Chen Tianyang Wang Si Zheng Min Xu VLM 49 0 0 13 Jul 2023
Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation Dahyun Kang Piotr Koniusz Minsu Cho Naila Murray VLM ViT 33 25 0 07 Jul 2023
Inferring and Leveraging Parts from Object Shape for Improving Semantic Image Synthesis Yuxiang Wei Zhilong Ji Xiaohe Wu Jinfeng Bai Lefei Zhang W. Zuo 59 3 0 31 May 2023
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation Yong Yang Qiong Chen Yuan Feng Tianlin Huang 40 30 0 23 May 2023
Instance-level Few-shot Learning with Class Hierarchy Mining Anh-Khoa Nguyen Vu Thanh-Toan Do Nhat-Duy Nguyen Vinh-Tiep Nguyen T. Ngo Tam V. Nguyen 32 11 0 15 Apr 2023
Few Shot Semantic Segmentation: a review of methodologies, benchmarks, and open challenges Nicolás Catalano Matteo Matteucci VLM 32 3 0 12 Apr 2023
Learning Expressive Prompting With Residuals for Vision Transformers Rajshekhar Das Yonatan Dukler Avinash Ravichandran A. Swaminathan VLM VPVLM 35 21 0 27 Mar 2023
Harmonizing Base and Novel Classes: A Class-Contrastive Approach for Generalized Few-Shot Segmentation Weide Liu Zhonghua Wu Yang Zhao Yuming Fang Chuan-Sheng Foo Jun Cheng Guosheng Lin VLM 25 15 0 24 Mar 2023
Iterative Few-shot Semantic Segmentation from Image Label Text Haohan Wang Lu Liu Wuhao Zhang Jiangning Zhang Zhenye Gan Yabiao Wang Chengjie Wang Haoqian Wang VLM 24 16 0 10 Mar 2023
Reliability-Adaptive Consistency Regularization for Weakly-Supervised Point Cloud Segmentation Zhonghua Wu Yicheng Wu Guosheng Lin Jianfei Cai 3DPC 37 10 0 09 Mar 2023
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Huafeng Liu Pai Peng Tao Chen Qiong Wang Yazhou Yao Xiansheng Hua 43 53 0 19 Jan 2023
Few-shot Semantic Segmentation with Support-induced Graph Convolutional Network Jie Liu Yanqi Bao Wenzhe Yin Haochen Wang Yang Gao Jan-Jakob Sonke E. Gavves 21 5 0 09 Jan 2023
Domain-General Crowd Counting in Unseen Scenarios Zhipeng Du Jiankang Deng Miaojing Shi OOD 31 27 0 05 Dec 2022
Mask Matching Transformer for Few-Shot Segmentation Siyu Jiao Gengwei Zhang Shant Navasardyan Ling-Hao Chen Yao-Min Zhao Yunchao Wei Humphrey Shi 42 28 0 05 Dec 2022
Activating the Discriminability of Novel Classes for Few-shot Segmentation Dianwen Mei Wei Zhuo Jiandong Tian Guangming Lu Wenjie Pei VLM 45 0 0 02 Dec 2022
Visual Semantic Segmentation Based on Few/Zero-Shot Learning: An Overview Wenqi Ren Yang Tang Qiyu Sun Chaoqiang Zhao Qing‐Long Han VLM 24 41 0 13 Nov 2022
A Joint Framework Towards Class-aware and Class-agnostic Alignment for Few-shot Segmentation Kai-Qi Huang Mingfei Cheng Yang Wang Bochen Wang Ye Xi Feigege Wang Peng Chen 33 2 0 02 Nov 2022
Query Semantic Reconstruction for Background in Few-Shot Segmentation Haoyan Guan Michael W. Spratling 31 3 0 21 Oct 2022
Feature-Proxy Transformer for Few-Shot Segmentation Jianwei Zhang Yifan Sun Yi Yang Wei Chen ViT 30 62 0 13 Oct 2022
Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation Yuanwei Liu Nian Liu Xiwen Yao Junwei Han 33 61 0 13 Oct 2022
Memory-Guided Collaborative Attention for Nighttime Thermal Infrared Image Colorization Fuya Luo Yijun Cao Kai-Fu Yang Yongjie Li 33 2 0 05 Aug 2022
Self-Support Few-Shot Semantic Segmentation Qi Fan Wenjie Pei Yu-Wing Tai Chi-Keung Tang 40 139 0 23 Jul 2022
Dual Adaptive Transformations for Weakly Supervised Point Cloud Segmentation Zhonghua Wu Yicheng Wu Guosheng Lin Jianfei Cai Chen Qian 3DPC 36 23 0 19 Jul 2022
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation Ehtesham Iqbal Sirojbek Safarov Seongdeok Bang 25 35 0 20 Jun 2022
Long-tailed Recognition by Learning from Latent Categories Weide Liu Zhonghua Wu Yiming Wang Henghui Ding Fayao Liu Jie Lin Guosheng Lin 47 5 0 02 Jun 2022
Learning Non-target Knowledge for Few-shot Semantic Segmentation Yuanwei Liu Nian Liu Qinglong Cao Xiwen Yao Junwei Han Ling Shao 43 106 0 10 May 2022
Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation Jie Liu Yanqi Bao Guosen Xie Huan Xiong Jan-Jakob Sonke E. Gavves 19 77 0 22 Apr 2022
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation Chunbo Lang Binfei Tu Gong Cheng Junwei Han 42 64 0 21 Apr 2022
Integrative Few-Shot Learning for Classification and Segmentation Dahyun Kang Minsu Cho VLM 37 59 0 29 Mar 2022
Multi-similarity based Hyperrelation Network for few-shot segmentation Xian Shi Zhe Cui Shaobing Zhang Miao Cheng L. He Xianghong Tang 36 5 0 17 Mar 2022
Learning What Not to Segment: A New Perspective on Few-Shot Segmentation Chunbo Lang Gong Cheng Binfei Tu Junwei Han 26 201 0 15 Mar 2022
Contrastive Enhancement Using Latent Prototype for Few-Shot Segmentation Xiaoyu Zhao Xiaoqian Chen Zhiqiang Gong Wen Yao Yunyang Zhang Xiaohu Zheng VLM 36 0 0 08 Mar 2022
Exploring Smoothness and Class-Separation for Semi-supervised Medical Image Segmentation Yicheng Wu Zhonghua Wu Qianyi Wu Zongyuan Ge Jianfei Cai 31 135 0 02 Mar 2022
Task-Adaptive Feature Transformer with Semantic Enrichment for Few-Shot Segmentation Jun Seo Younghyun Park Sung Whan Yoon Jaekyun Moon ViT 13 5 0 14 Feb 2022
Cost Aggregation Is All You Need for Few-Shot Segmentation Sunghwan Hong Seokju Cho Jisu Nam Seungryong Kim ViT 31 23 0 22 Dec 2021
MFNet: Multi-class Few-shot Segmentation Network with Pixel-wise Metric Learning Miao Zhang Miaojing Shi Li Li VLM 58 20 0 30 Oct 2021