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Adaptive Prototype Learning and Allocation for Few-Shot Segmentation
v1v2 (latest)

Adaptive Prototype Learning and Allocation for Few-Shot Segmentation

5 April 2021
Gen Li
Varun Jampani
Laura Sevilla-Lara
Deqing Sun
Jonghyun Kim
Joongkyu Kim
ArXiv (abs)PDFHTML

Papers citing "Adaptive Prototype Learning and Allocation for Few-Shot Segmentation"

39 / 39 papers shown
Title
Proto-FG3D: Prototype-based Interpretable Fine-Grained 3D Shape Classification
Proto-FG3D: Prototype-based Interpretable Fine-Grained 3D Shape Classification
Shuxian Ma
Zihao Dong
Runmin Cong
Sam Kwong
Xiuli Shao
94
0
0
23 May 2025
Adapting In-Domain Few-Shot Segmentation to New Domains without Retraining
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
188
0
0
30 Apr 2025
Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation Models
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
119
0
0
03 Feb 2025
Foreground-Covering Prototype Generation and Matching for SAM-Aided Few-Shot Segmentation
S. Park
Subeen Lee
Hyun Seok Seong
Jaejoon Yoo
Jae-Pil Heo
117
1
0
03 Jan 2025
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation
Jiaqi Yang
Ye Huang
Jingxi Hu
Xiangjian He
Linlin Shen
Guoping Qiu
VLM
123
1
0
31 Dec 2024
RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation
RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation
Yazhou Zhu
Minxian Li
Qiaolin Ye
Shidong Wang
Tong Xin
Haofeng Zhang
74
1
0
01 Oct 2024
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping
Amirreza Fateh
Mohammad Reza Mohammadi
Mohammad Reza Jahed Motlagh
ViT
239
6
0
17 Sep 2024
Explore In-Context Segmentation via Latent Diffusion Models
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
141
7
0
14 Mar 2024
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through
  Self-Supervision With Supervoxels
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels
Stine Hansen
Srishti Gautam
Robert Jenssen
Michael C. Kampffmeyer
118
88
0
03 Mar 2022
Few-Shot Segmentation with Global and Local Contrastive Learning
Few-Shot Segmentation with Global and Local Contrastive Learning
Weide Liu
Zhonghua Wu
Henghui Ding
Fayao Liu
Jie Lin
Guosheng Lin
Wei Zhou
89
24
0
11 Aug 2021
BriNet: Towards Bridging the Intra-class and Inter-class Gaps in
  One-Shot Segmentation
BriNet: Towards Bridging the Intra-class and Inter-class Gaps in One-Shot Segmentation
Xianghui Yang
Bairun Wang
Kaige Chen
Xinchi Zhou
Shuai Yi
Wanli Ouyang
Luping Zhou
63
49
0
14 Aug 2020
Prior Guided Feature Enrichment Network for Few-Shot Segmentation
Prior Guided Feature Enrichment Network for Few-Shot Segmentation
Zhuotao Tian
Hengshuang Zhao
Michelle Shu
Zhicheng Yang
Ruiyu Li
Jiaya Jia
64
518
0
04 Aug 2020
Part-aware Prototype Network for Few-shot Semantic Segmentation
Part-aware Prototype Network for Few-shot Semantic Segmentation
Yongfei Liu
Xiangyi Zhang
Songyang Zhang
Xuming He
47
323
0
13 Jul 2020
Hierarchical Multi-Scale Attention for Semantic Segmentation
Hierarchical Multi-Scale Attention for Semantic Segmentation
Andrew Tao
Karan Sapra
Bryan Catanzaro
SSeg
75
452
0
21 May 2020
SimPropNet: Improved Similarity Propagation for Few-shot Image
  Segmentation
SimPropNet: Improved Similarity Propagation for Few-shot Image Segmentation
Siddhartha Gairola
Mayur Hemani
Ayush Chopra
Balaji Krishnamurthy
56
54
0
30 Apr 2020
Cars Can't Fly up in the Sky: Improving Urban-Scene Segmentation via
  Height-driven Attention Networks
Cars Can't Fly up in the Sky: Improving Urban-Scene Segmentation via Height-driven Attention Networks
Sungha Choi
J. Kim
Jaegul Choo
SSeg
165
156
0
11 Mar 2020
Feature Weighting and Boosting for Few-Shot Segmentation
Feature Weighting and Boosting for Few-Shot Segmentation
Khoi Duc Minh Nguyen
S. Todorovic
110
331
0
28 Sep 2019
ACFNet: Attentional Class Feature Network for Semantic Segmentation
ACFNet: Attentional Class Feature Network for Semantic Segmentation
Fan Zhang
Yanqin Chen
Zhihang Li
Zhibin Hong
Jingtuo Liu
Feifei Ma
Junyu Han
Errui Ding
SSeg3DPC
191
273
0
20 Sep 2019
Asymmetric Non-local Neural Networks for Semantic Segmentation
Asymmetric Non-local Neural Networks for Semantic Segmentation
Zhen Zhu
Mengde Xu
S. Bai
Tengteng Huang
X. Bai
240
609
0
21 Aug 2019
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment
Kaixin Wang
Jun Hao Liew
Yingtian Zou
Daquan Zhou
Jiashi Feng
VLM
67
1,070
0
18 Aug 2019
Expectation-Maximization Attention Networks for Semantic Segmentation
Expectation-Maximization Attention Networks for Semantic Segmentation
Xia Li
Zhisheng Zhong
Jianlong Wu
Yibo Yang
Zhouchen Lin
Hong Liu
3DV3DPC
169
558
0
31 Jul 2019
CANet: Class-Agnostic Segmentation Networks with Iterative Refinement
  and Attentive Few-Shot Learning
CANet: Class-Agnostic Segmentation Networks with Iterative Refinement and Attentive Few-Shot Learning
Chi Zhang
Guosheng Lin
Fayao Liu
Rui Yao
Chunhua Shen
VLMSSeg
68
544
0
06 Mar 2019
SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation
SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation
Xiaolin Zhang
Yunchao Wei
Yi Yang
Thomas Huang
VLM
71
465
0
22 Oct 2018
Dual Attention Network for Scene Segmentation
Dual Attention Network for Scene Segmentation
J. Fu
Qingbin Liu
Haijie Tian
Yong Li
Yongjun Bao
Zhiwei Fang
Hanqing Lu
SSeg
324
5,114
0
09 Sep 2018
OCNet: Object Context Network for Scene Parsing
OCNet: Object Context Network for Scene Parsing
Yuhui Yuan
Lang Huang
Jianyuan Guo
Chao Zhang
Xilin Chen
Jingdong Wang
78
605
0
04 Sep 2018
Superpixel Sampling Networks
Superpixel Sampling Networks
Varun Jampani
Deqing Sun
Ming-Yuan Liu
Ming-Hsuan Yang
Jan Kautz
SSeg
61
226
0
26 Jul 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image
  Segmentation
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
Liang-Chieh Chen
Yukun Zhu
George Papandreou
Florian Schroff
Hartwig Adam
SSeg
480
13,178
0
07 Feb 2018
Learning to Compare: Relation Network for Few-Shot Learning
Learning to Compare: Relation Network for Few-Shot Learning
Flood Sung
Yongxin Yang
Li Zhang
Tao Xiang
Philip Torr
Timothy M. Hospedales
308
4,049
0
16 Nov 2017
One-Shot Learning for Semantic Segmentation
One-Shot Learning for Semantic Segmentation
Amirreza Shaban
Shray Bansal
Ziqiang Liu
Irfan Essa
Byron Boots
SSegVLM
118
704
0
11 Sep 2017
Prototypical Networks for Few-shot Learning
Prototypical Networks for Few-shot Learning
Jake C. Snell
Kevin Swersky
R. Zemel
305
8,150
0
15 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
Chelsea Finn
Pieter Abbeel
Sergey Levine
OOD
829
11,943
0
09 Mar 2017
Feature Pyramid Networks for Object Detection
Feature Pyramid Networks for Object Detection
Nayeon Lee
Piotr Dollár
Ross B. Girshick
Kaiming He
Bharath Hariharan
Serge J. Belongie
ObjD
485
22,143
0
09 Dec 2016
Superpixels: An Evaluation of the State-of-the-Art
Superpixels: An Evaluation of the State-of-the-Art
David Stutz
Alexander Hermans
Bastian Leibe
SupR
142
471
0
06 Dec 2016
Pyramid Scene Parsing Network
Pyramid Scene Parsing Network
Hengshuang Zhao
Jianping Shi
Xiaojuan Qi
Xiaogang Wang
Jiaya Jia
VOSSSeg
665
12,033
0
04 Dec 2016
Matching Networks for One Shot Learning
Matching Networks for One Shot Learning
Oriol Vinyals
Charles Blundell
Timothy Lillicrap
Koray Kavukcuoglu
Daan Wierstra
VLM
378
7,333
0
13 Jun 2016
Fully Convolutional Networks for Semantic Segmentation
Fully Convolutional Networks for Semantic Segmentation
Evan Shelhamer
Jonathan Long
Trevor Darrell
VOSSSeg
747
37,890
0
20 May 2016
Deep Residual Learning for Image Recognition
Deep Residual Learning for Image Recognition
Kaiming He
Xinming Zhang
Shaoqing Ren
Jian Sun
MedIm
2.2K
194,426
0
10 Dec 2015
Multi-Scale Context Aggregation by Dilated Convolutions
Multi-Scale Context Aggregation by Dilated Convolutions
Feng Yu
V. Koltun
SSeg
271
8,459
0
23 Nov 2015
Microsoft COCO: Common Objects in Context
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
432
43,814
0
01 May 2014
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