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2012.06166
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Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?
Computer Vision and Pattern Recognition (CVPR), 2020
11 December 2020
Malik Boudiaf
H. Kervadec
Imtiaz Masud Ziko
Pablo Piantanida
Ismail Ben Ayed
Jose Dolz
VLM
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Papers citing
"Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?"
50 / 122 papers shown
Correspondence as Video: Test-Time Adaption on SAM2 for Reference Segmentation in the Wild
Haoran Wang
Zekun Li
Jian Zhang
Lei Qi
Yinghuan Shi
VOS
VGen
285
0
0
11 Aug 2025
Textual and Visual Guided Task Adaptation for Source-Free Cross-Domain Few-Shot Segmentation
Jianming Liu
Wenlong Qiu
Haitao Wei
186
1
0
07 Aug 2025
ProSAM: Enhancing the Robustness of SAM-based Visual Reference Segmentation with Probabilistic Prompts
Xiaoqi Wang
Clint Sebastian
Wenbin He
Liu Ren
VLM
298
0
0
27 Jun 2025
Adapter Naturally Serves as Decoupler for Cross-Domain Few-Shot Semantic Segmentation
Jintao Tong
Ran Ma
Yonghong Tian
Guangyao Chen
Yuhua Li
Ruixuan Li
312
4
0
09 Jun 2025
Conformal Prediction for Zero-Shot Models
Computer Vision and Pattern Recognition (CVPR), 2025
Julio Silva-Rodríguez
Ismail Ben Ayed
Jose Dolz
VLM
368
6
0
30 May 2025
SANSA: Unleashing the Hidden Semantics in SAM2 for Few-Shot Segmentation
Claudia Cuttano
Gabriele Trivigno
Giuseppe Averta
Carlo Masone
VLM
281
0
0
27 May 2025
ProMi: An Efficient Prototype-Mixture Baseline for Few-Shot Segmentation with Bounding-Box Annotations
IEEE International Conference on Robotics and Automation (ICRA), 2025
Florent Chiaroni
Ali Ayub
Ola Ahmad
201
0
0
18 May 2025
Adapting In-Domain Few-Shot Segmentation to New Domains without Source Domain Retraining
Qi Fan
Kaiqi Liu
Nian Liu
Hisham Cholakkal
Rao Muhammad Anwer
Wenbin Li
Yang Gao
586
2
0
30 Apr 2025
DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency
Mengshi Qi
Q. Hu
Xianrui Li
Xiaoyang Bi
Lu Qi
Huadong Ma
Ming-Hsuan Yang
VOS
VLM
444
0
0
16 Apr 2025
CMaP-SAM: Contraction Mapping Prior for SAM-driven Few-shot Segmentation
Shuai Chen
Fanman Meng
Haoran Wei
Haoran Wei
Qi Wu
Linfeng Xu
Haoyang Li
Hongliang Li
273
0
0
07 Apr 2025
The Devil is in Low-Level Features for Cross-Domain Few-Shot Segmentation
Computer Vision and Pattern Recognition (CVPR), 2025
Yuhan Liu
Yixiong Zou
Yuhua Li
Ruixuan Li
212
4
0
27 Mar 2025
DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation
Computer Vision and Pattern Recognition (CVPR), 2025
Amin Karimi
Charalambos Poullis
VLM
321
4
0
06 Mar 2025
Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation Models
Tongkun Liu
Bing Li
Xiao Jin
Yupeng Shi
Qiuying Li
Xiang Wei
470
2
0
03 Feb 2025
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation
Jiaqi Yang
Ye Huang
Jingxi Hu
Song Wu
Linlin Shen
Guoping Qiu
VLM
344
4
0
31 Dec 2024
SAMIC: Segment Anything with In-Context Spatial Prompt Engineering
S. Nagendra
Kashif Rashid
Chaopeng Shen
Daniel Kifer
VLM
346
4
0
16 Dec 2024
Lightweight Frequency Masker for Cross-Domain Few-Shot Semantic Segmentation
Neural Information Processing Systems (NeurIPS), 2024
Jintao Tong
Yixiong Zou
Yuhua Li
Ruixuan Li
304
18
0
29 Oct 2024
Bridge the Points: Graph-based Few-shot Segment Anything Semantically
Neural Information Processing Systems (NeurIPS), 2024
Anqi Zhang
Guangyu Gao
Jianbo Jiao
C. Liu
Yunchao Wei
VLM
285
27
0
09 Oct 2024
AgMTR: Agent Mining Transformer for Few-shot Segmentation in Remote Sensing
International Journal of Computer Vision (IJCV), 2024
Hanbo Bi
Yingchao Feng
Yongqiang Mao
Jianning Pei
Wenhui Diao
Hongqi Wang
Xian Sun
ViT
273
17
0
26 Sep 2024
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping
Image and Vision Computing (IVC), 2024
Amirreza Fateh
Mohammad Reza Mohammadi
Mohammad Reza Jahed Motlagh
ViT
881
17
0
17 Sep 2024
Prompt-and-Transfer: Dynamic Class-aware Enhancement for Few-shot Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Hanbo Bi
Yingchao Feng
Wenhui Diao
Peijin Wang
Yongqiang Mao
Kun Fu
Hongqi Wang
Xian Sun
VLM
223
19
0
16 Sep 2024
Applying ViT in Generalized Few-shot Semantic Segmentation
Liyuan Geng
Jinhong Xia
Yuanhe Guo
253
0
0
27 Aug 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
327
31
0
12 Jun 2024
Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation
Jiayi Chen
Rong Quan
Jie Qin
291
19
0
24 May 2024
Image to Pseudo-Episode: Boosting Few-Shot Segmentation by Unlabeled Data
Social Science Research Network (SSRN), 2024
Jie Zhang
Yuhan Li
Yude Wang
Stephen Lin
Shiguang Shan
225
0
0
14 May 2024
Show and Grasp: Few-shot Semantic Segmentation for Robot Grasping through Zero-shot Foundation Models
Leonardo Barcellona
Alberto Bacchin
Matteo Terreran
Emanuele Menegatti
Stefano Ghidoni
201
4
0
19 Apr 2024
Visual Prompting for Generalized Few-shot Segmentation: A Multi-scale Approach
Mir Rayat Imtiaz Hossain
Mennatullah Siam
Leonid Sigal
James J. Little
VLM
315
23
0
17 Apr 2024
Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation
Jiapeng Su
Qi Fan
Guangming Lu
Fanglin Chen
Wenjie Pei
234
29
0
16 Apr 2024
Class Similarity Transition: Decoupling Class Similarities and Imbalance from Generalized Few-shot Segmentation
Shihong Wang
Ruixun Liu
Kaiyu Li
Jiawei Jiang
Xiangyong Cao
222
3
0
08 Apr 2024
Explore In-Context Segmentation via Latent Diffusion Models
AAAI Conference on Artificial Intelligence (AAAI), 2024
Chaoyang Wang
Xiangtai Li
Henghui Ding
Lu Qi
Jiangning Zhang
Yunhai Tong
Chen Change Loy
Shuicheng Yan
DiffM
400
14
0
14 Mar 2024
Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation
Jonas Herzog
SSeg
345
30
0
27 Feb 2024
VRP-SAM: SAM with Visual Reference Prompt
Computer Vision and Pattern Recognition (CVPR), 2024
Yanpeng Sun
Jiahui Chen
Shan Zhang
Xinyu Zhang
Qiang Chen
Qiang Chen
Gang Zhang
Errui Ding
Jingdong Wang
Zechao Li
520
87
0
27 Feb 2024
Boosting Few-Shot Segmentation via Instance-Aware Data Augmentation and Local Consensus Guided Cross Attention
Li Guo
Haoming Liu
Yuxuan Xia
Chengyu Zhang
Xiaochen Lu
211
0
0
18 Jan 2024
Cross-Domain Few-Shot Segmentation via Iterative Support-Query Correspondence Mining
Computer Vision and Pattern Recognition (CVPR), 2024
Jiahao Nie
Yun Xing
Gongjie Zhang
Pei Yan
Aoran Xiao
Yap-Peng Tan
Alex C. Kot
Shijian Lu
308
31
0
16 Jan 2024
Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection
Soopil Kim
Sion An
Philip Chikontwe
Myeongkyun Kang
Ehsan Adeli
K. Pohl
Sanghyun Park
305
40
0
21 Dec 2023
DARNet: Bridging Domain Gaps in Cross-Domain Few-Shot Segmentation with Dynamic Adaptation
Haoran Fan
Qi Fan
Maurice Pagnucco
Yang Song
254
7
0
08 Dec 2023
Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation
Neural Information Processing Systems (NeurIPS), 2023
Yuan Wang
Naisong Luo
Tianzhu Zhang
279
21
0
29 Nov 2023
LLaFS: When Large Language Models Meet Few-Shot Segmentation
Computer Vision and Pattern Recognition (CVPR), 2023
Lanyun Zhu
Tianrun Chen
Deyi Ji
Jieping Ye
Jun Liu
VLM
532
79
0
28 Nov 2023
Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Pierre Colombo
Victor Pellegrain
Malik Boudiaf
Victor Storchan
Myriam Tami
Ismail Ben Ayed
C´eline Hudelot
Pablo Piantanida
232
8
0
21 Oct 2023
RestNet: Boosting Cross-Domain Few-Shot Segmentation with Residual Transformation Network
British Machine Vision Conference (BMVC), 2023
Xinyang Huang
Chuanglu Zhu
Wenkai Chen
296
27
0
25 Aug 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
190
4
0
24 Aug 2023
Masked Cross-image Encoding for Few-shot Segmentation
IEEE International Conference on Multimedia and Expo (ICME), 2023
Wenbo Xu
Huaxi Huang
Mingg-Ming Cheng
Litao Yu
Qiang Wu
Jian Zhang
276
8
0
22 Aug 2023
Smoothness Similarity Regularization for Few-Shot GAN Adaptation
IEEE International Conference on Computer Vision (ICCV), 2023
V. Sushko
Ruyu Wang
Juergen Gall
207
3
0
18 Aug 2023
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
IEEE transactions on multimedia (IEEE TMM), 2023
Chen Shuai
Meng Fanman
Runtong Zhang
Heqian Qiu
Hongliang Li
Wu Qingbo
Xu Linfeng
VLM
222
33
0
15 Aug 2023
Prototypical Kernel Learning and Open-set Foreground Perception for Generalized Few-shot Semantic Segmentation
IEEE International Conference on Computer Vision (ICCV), 2023
Kai Huang
Haiwei Yang
Ye Xi
Yutao Gao
251
15
0
09 Aug 2023
Boosting Few-shot 3D Point Cloud Segmentation via Query-Guided Enhancement
ACM Multimedia (ACM MM), 2023
Zhen-Hu Ning
Zhuotao Tian
Guangming Lu
Wenjie Pei
3DPC
256
29
0
06 Aug 2023
Dense Affinity Matching for Few-Shot Segmentation
Neurocomputing (Neurocomputing), 2023
Hao Chen
Yonghan Dong
Zhe-Ming Lu
YunLong Yu
Yingming Li
Jungong Han
Zhongfei Zhang
201
14
0
17 Jul 2023
Holistic Prototype Attention Network for Few-Shot VOS
Yin Tang
Tao Chen
XiRuo Jiang
Yazhou Yao
G. Xie
Hengtao Shen
VOS
199
2
0
16 Jul 2023
Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation
Computer Vision and Pattern Recognition (CVPR), 2023
Dahyun Kang
Piotr Koniusz
Minsu Cho
Naila Murray
VLM
ViT
255
37
0
07 Jul 2023
Multi-Modal Prototypes for Open-World Semantic Segmentation
International Journal of Computer Vision (IJCV), 2023
Yu-Hao Yang
Chaofan Ma
Chen Ju
Fei Zhang
Jiangchao Yao
Ya Zhang
Yanfeng Wang
VLM
351
18
0
05 Jul 2023
AdAM: Few-Shot Image Generation via Adaptation-Aware Kernel Modulation
Yunqing Zhao
Keshigeyan Chandrasegaran
Abdollahzadeh Milad
Chao Du
Tianyu Pang
Ruoteng Li
Henghui Ding
Ngai-Man Cheung
479
1
0
04 Jul 2023
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