Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?

11 December 2020

Jose Dolz

Papers citing "Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?"

43 / 43 papers shown

Title
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 69 0 0 30 Apr 2025
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 51 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
Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation Jiayi Chen Rong Quan Jie Qin 34 1 0 24 May 2024
Class Similarity Transition: Decoupling Class Similarities and Imbalance from Generalized Few-shot Segmentation Shihong Wang Ruixun Liu Kaiyu Li Jiawei Jiang Xiangyong Cao 35 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 47 31 0 27 Feb 2024
DARNet: Bridging Domain Gaps in Cross-Domain Few-Shot Segmentation with Dynamic Adaptation Haoran Fan Qi Fan M. Pagnucco Yang Song 13 3 0 08 Dec 2023
Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation Yuan Wang Naisong Luo Tianzhu Zhang 30 11 0 29 Nov 2023
Masked Cross-image Encoding for Few-shot Segmentation Wenbo Xu Huaxi Huang Mingg-Ming Cheng Litao Yu Qiang Wu Jian Andrew Zhang 30 4 0 22 Aug 2023
Boosting Few-shot 3D Point Cloud Segmentation via Query-Guided Enhancement Zhen-Hu Ning Zhuotao Tian Guangming Lu Wenjie Pei 3DPC 26 14 0 06 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
[CLS] Token is All You Need for Zero-Shot Semantic Segmentation Letian Wu Wenya Zhang Tengping Jiang Wankou Yang Xin Jin Wenjun Zeng VLM 21 4 0 13 Apr 2023
Open-Set Likelihood Maximization for Few-Shot Learning Malik Boudiaf Etienne Bennequin Myriam Tami Antoine Toubhans Pablo Piantanida C´eline Hudelot Ismail Ben Ayed BDL 26 10 0 20 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 21 17 0 09 Dec 2022
Activating the Discriminability of Novel Classes for Few-shot Segmentation Dianwen Mei Wei Zhuo Jiandong Tian Guangming Lu Wenjie Pei VLM 30 0 0 02 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
Open-vocabulary Semantic Segmentation with Frozen Vision-Language Models Chaofan Ma Yu-Hao Yang Yanfeng Wang Ya-Qin Zhang Weidi Xie VLM 21 48 0 27 Oct 2022
Towards Practical Few-Shot Query Sets: Transductive Minimum Description Length Inference Ségolène Martin Malik Boudiaf Émilie Chouzenoux J. Pesquet Ismail Ben Ayed 22 8 0 26 Oct 2022
Query Semantic Reconstruction for Background in Few-Shot Segmentation Haoyan Guan Michael W. Spratling 10 3 0 21 Oct 2022
CobNet: Cross Attention on Object and Background for Few-Shot Segmentation Haoyan Guan Michael W. Spratling 27 0 0 21 Oct 2022
Few-Shot Segmentation via Rich Prototype Generation and Recurrent Prediction Enhancement Hongsheng Wang Xiaoqi Zhao Youwei Pang Jinqing Qi VLM 36 2 0 03 Oct 2022
One-Shot Synthesis of Images and Segmentation Masks V. Sushko Dan Zhang Juergen Gall Anna Khoreva 30 6 0 15 Sep 2022
Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation Zhitong Xiong Haopeng Li Xiao Xiang Zhu 35 35 0 30 Jul 2022
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation Sunghwan Hong Seokju Cho Jisu Nam Stephen Lin Seung Wook Kim ViT 19 122 0 22 Jul 2022
Segment-level Metric Learning for Few-shot Bioacoustic Event Detection Haohe Liu Xubo Liu Xinhao Mei Qiuqiang Kong Wenwu Wang Mark D. Plumbley 23 8 0 15 Jul 2022
Rethinking Unsupervised Domain Adaptation for Semantic Segmentation Zhijie Wang Masanori Suganuma Takayuki Okatani OOD 19 2 0 30 Jun 2022
Learning Non-target Knowledge for Few-shot Semantic Segmentation Yuanwei Liu Nian Liu Qinglong Cao Xiwen Yao Junwei Han Ling Shao 25 105 0 10 May 2022
Integrative Few-Shot Learning for Classification and Segmentation Dahyun Kang Minsu Cho VLM 24 59 0 29 Mar 2022
HM: Hybrid Masking for Few-Shot Segmentation Seonghyeon Moon Samuel S. Sohn Honglu Zhou Sejong Yoon Vladimir Pavlovic Muhammad Haris Khan Mubbasir Kapadia 23 9 0 24 Mar 2022
Language-driven Semantic Segmentation Boyi Li Kilian Q. Weinberger Serge J. Belongie V. Koltun René Ranftl VLM 43 600 0 10 Jan 2022
A Mutual learning framework for Few-shot Sound Event Detection Dongchao Yang Helin Wang Yuexian Zou Zhongjie Ye Wenwu Wang 24 25 0 09 Oct 2021
Dense Gaussian Processes for Few-Shot Segmentation Joakim Johnander Johan Edstedt M. Felsberg F. Khan Martin Danelljan 59 30 0 07 Oct 2021
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
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation A. Makarevich Azade Farshad Vasileios Belagiannis Nassir Navab 44 10 0 18 Sep 2021
Improved Few-shot Segmentation by Redefinition of the Roles of Multi-level CNN Features Zhijie Wang Masanori Suganuma Takayuki Okatani VLM SSeg 29 1 0 14 Sep 2021
Few-Shot Segmentation with Global and Local Contrastive Learning Weide Liu Zhonghua Wu Henghui Ding Fayao Liu Jie Lin Guosheng Lin Wei Zhou 32 24 0 11 Aug 2021
Source-Free Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 126 65 0 06 Aug 2021
Mining Latent Classes for Few-shot Segmentation Lihe Yang Wei Zhuo Lei Qi Yinghuan Shi Yang Gao 30 126 0 29 Mar 2021
Generalized Few-shot Semantic Segmentation Zhuotao Tian Xin Lai Li Jiang Shu Liu Michelle Shu Hengshuang Zhao Jiaya Jia VLM 20 80 0 11 Oct 2020
CRNet: Cross-Reference Networks for Few-Shot Segmentation Weide Liu Chi Zhang Guosheng Lin Fayao Liu SSeg 149 192 0 24 Mar 2020
Cross Attention Network for Few-shot Classification Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 204 629 0 17 Oct 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 317 11,681 0 09 Mar 2017