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One-Shot Learning for Semantic Segmentation

One-Shot Learning for Semantic Segmentation

11 September 2017
Amirreza Shaban
Shray Bansal
Ziqiang Liu
Irfan Essa
Byron Boots
    SSeg
    VLM
ArXivPDFHTML

Papers citing "One-Shot Learning for Semantic Segmentation"

50 / 118 papers shown
Title
Recent Advances in Medical Imaging Segmentation: A Survey
Recent Advances in Medical Imaging Segmentation: A Survey
Fares Bougourzi
Abdenour Hadid
OOD
44
0
0
14 May 2025
Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic Segmentation
Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic Segmentation
Gabriele Rosi
Fabio Cermelli
VLM
42
0
0
06 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
86
0
0
30 Apr 2025
E-InMeMo: Enhanced Prompting for Visual In-Context Learning
E-InMeMo: Enhanced Prompting for Visual In-Context Learning
Jiahao Zhang
Bowen Wang
Hong Liu
Liangzhi Li
Yuta Nakashima
Hajime Nagahara
VLM
104
0
0
25 Apr 2025
DINOv2-powered Few-Shot Semantic Segmentation: A Unified Framework via Cross-Model Distillation and 4D Correlation Mining
DINOv2-powered Few-Shot Semantic Segmentation: A Unified Framework via Cross-Model Distillation and 4D Correlation Mining
Wei Zhuo
Zhiyue Tang
Wufeng Xue
Hao Ding
Linlin Shen
29
0
0
22 Apr 2025
DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency
DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency
Mengshi Qi
Pengfei Zhu
Xianrui Li
Xiaoyang Bi
Lu Qi
Huadong Ma
Ming Yang
VOS
VLM
51
0
0
16 Apr 2025
Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency Relearning
Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency Relearning
Zixuan Zheng
Yilei Shi
Chunlei Li
Jingliang Hu
Xiao Xiang Zhu
Lichao Mou
48
0
0
19 Mar 2025
Few-Shot Classification and Anatomical Localization of Tissues in SPECT Imaging
Few-Shot Classification and Anatomical Localization of Tissues in SPECT Imaging
Mohammed Abdul Hafeez Khan
Samuel Morries Boddepalli
S. Bhattacharyya
Debasis Mitra
47
0
0
10 Feb 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
64
0
0
03 Feb 2025
AdaSemSeg: An Adaptive Few-shot Semantic Segmentation of Seismic Facies
AdaSemSeg: An Adaptive Few-shot Semantic Segmentation of Seismic Facies
Surojit Saha
Ross T. Whitaker
60
0
0
28 Jan 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
45
1
0
03 Jan 2025
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
80
5
0
31 Dec 2024
LaVin-DiT: Large Vision Diffusion Transformer
Zhaoqing Wang
Xiaobo Xia
Runnan Chen
Dongdong Yu
Changhu Wang
Mingming Gong
Tongliang Liu
97
6
0
18 Nov 2024
BIV-Priv-Seg: Locating Private Content in Images Taken by People With Visual Impairments
BIV-Priv-Seg: Locating Private Content in Images Taken by People With Visual Impairments
Yu-Yun Tseng
Tanusree Sharma
Lotus Zhang
Abigale Stangl
Leah Findlater
Yang Wang
Danna Gurari
81
0
0
25 Jul 2024
Deep ContourFlow: Advancing Active Contours with Deep Learning
Deep ContourFlow: Advancing Active Contours with Deep Learning
Antoine Habis
V. Meas-Yedid
Elsa D. Angelini
Jean-Christophe Olivo-Marin
37
0
0
15 Jul 2024
Memory-guided Network with Uncertainty-based Feature Augmentation for
  Few-shot Semantic Segmentation
Memory-guided Network with Uncertainty-based Feature Augmentation for Few-shot Semantic Segmentation
Xinyue Chen
Miaojing Shi
48
0
0
01 Jun 2024
Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching
  Transformation
Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation
Jiayi Chen
Rong Quan
Jie Qin
45
1
0
24 May 2024
Chameleon: A Data-Efficient Generalist for Dense Visual Prediction in
  the Wild
Chameleon: A Data-Efficient Generalist for Dense Visual Prediction in the Wild
Donggyun Kim
Seongwoong Cho
Semin Kim
Chong Luo
Seunghoon Hong
VLM
45
2
0
29 Apr 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
63
6
0
14 Mar 2024
VRP-SAM: SAM with Visual Reference Prompt
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
52
32
0
27 Feb 2024
DeepATLAS: One-Shot Localization for Biomedical Data
DeepATLAS: One-Shot Localization for Biomedical Data
Peter D. Chang
27
0
0
14 Feb 2024
Data-efficient Large Vision Models through Sequential Autoregression
Data-efficient Large Vision Models through Sequential Autoregression
Jianyuan Guo
Zhiwei Hao
Chengcheng Wang
Yehui Tang
Han Wu
Han Hu
Kai Han
Chang Xu
VLM
38
10
0
07 Feb 2024
Few Shot Part Segmentation Reveals Compositional Logic for Industrial
  Anomaly Detection
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
21
17
0
21 Dec 2023
Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation
Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation
Yuan Wang
Naisong Luo
Tianzhu Zhang
39
11
0
29 Nov 2023
Generalized Few-Shot Point Cloud Segmentation Via Geometric Words
Generalized Few-Shot Point Cloud Segmentation Via Geometric Words
Yating Xu
Conghui Hu
Na Zhao
Gim Hee Lee
3DPC
25
6
0
20 Sep 2023
Learning Cross-Modal Affinity for Referring Video Object Segmentation
  Targeting Limited Samples
Learning Cross-Modal Affinity for Referring Video Object Segmentation Targeting Limited Samples
Guanghui Li
Mingqi Gao
Heng Liu
Xiantong Zhen
Feng Zheng
VOS
34
3
0
05 Sep 2023
Masked Cross-image Encoding for Few-shot Segmentation
Masked Cross-image Encoding for Few-shot Segmentation
Wenbo Xu
Huaxi Huang
Mingg-Ming Cheng
Litao Yu
Qiang Wu
Jian Zhang
43
4
0
22 Aug 2023
Boosting Few-shot 3D Point Cloud Segmentation via Query-Guided
  Enhancement
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
Dense Affinity Matching for Few-Shot Segmentation
Hao Chen
Yonghan Dong
Zhe-Ming Lu
YunLong Yu
Yingming Li
Jungong Han
Zhongfei Zhang
44
8
0
17 Jul 2023
Multiscale Memory Comparator Transformer for Few-Shot Video Segmentation
Multiscale Memory Comparator Transformer for Few-Shot Video Segmentation
Mennatullah Siam
R. Karim
Henghui Zhao
Richard P. Wildes
VOS
38
2
0
15 Jul 2023
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image
  Segmentation
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
44
0
0
13 Jul 2023
Referring Camouflaged Object Detection
Referring Camouflaged Object Detection
Xuying Zhang
Bo Yin
Zheng Lin
Qibin Hou
Deng-Ping Fan
Ming-Ming Cheng
45
17
0
13 Jun 2023
Inferring and Leveraging Parts from Object Shape for Improving Semantic
  Image Synthesis
Inferring and Leveraging Parts from Object Shape for Improving Semantic Image Synthesis
Yuxiang Wei
Zhilong Ji
Xiaohe Wu
Jinfeng Bai
Lefei Zhang
W. Zuo
54
3
0
31 May 2023
propnet: Propagating 2D Annotation to 3D Segmentation for Gastric Tumors
  on CT Scans
propnet: Propagating 2D Annotation to 3D Segmentation for Gastric Tumors on CT Scans
Zi Chen
Jiazheng Li
Jie Zhao
Yiting Liu
Hongfeng Li
Bin Dong
Lei Tang
Li Zhang
23
1
0
29 May 2023
MIANet: Aggregating Unbiased Instance and General Information for
  Few-Shot Semantic Segmentation
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation
Yong Yang
Qiong Chen
Yuan Feng
Tianlin Huang
38
30
0
23 May 2023
Quaternion-valued Correlation Learning for Few-Shot Semantic
  Segmentation
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation
Zewen Zheng
Guoheng Huang
Xiaochen Yuan
Chi-Man Pun
Hongzhi Liu
Wing-Kuen Ling
38
22
0
12 May 2023
[CLS] Token is All You Need for Zero-Shot Semantic Segmentation
[CLS] Token is All You Need for Zero-Shot Semantic Segmentation
Letian Wu
Wenya Zhang
Tengping Jiang
Wankou Yang
Xin Jin
Wenjun Zeng
VLM
32
4
0
13 Apr 2023
Iterative Few-shot Semantic Segmentation from Image Label Text
Iterative Few-shot Semantic Segmentation from Image Label Text
Haohan Wang
L. Liu
Wuhao Zhang
Jiangning Zhang
Zhenye Gan
Yabiao Wang
Chengjie Wang
Haoqian Wang
VLM
24
16
0
10 Mar 2023
Few-Shot Point Cloud Semantic Segmentation via Contrastive
  Self-Supervision and Multi-Resolution Attention
Few-Shot Point Cloud Semantic Segmentation via Contrastive Self-Supervision and Multi-Resolution Attention
Jiahui Wang
H. Zhu
Haoren Guo
Abdullah Al Mamun
Cheng Xiang
T. Lee
3DPC
25
12
0
21 Feb 2023
What Makes Good Examples for Visual In-Context Learning?
What Makes Good Examples for Visual In-Context Learning?
Yuanhan Zhang
Kaiyang Zhou
Ziwei Liu
MLLM
VPVLM
VLM
LRM
29
109
0
31 Jan 2023
MSI: Maximize Support-Set Information for Few-Shot Segmentation
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
32
17
0
09 Dec 2022
Few-shot Medical Image Segmentation with Cycle-resemblance Attention
Few-shot Medical Image Segmentation with Cycle-resemblance Attention
Hao Ding
Changchang Sun
Hao Tang
Dawen Cai
Yan Yan
41
45
0
07 Dec 2022
Activating the Discriminability of Novel Classes for Few-shot
  Segmentation
Activating the Discriminability of Novel Classes for Few-shot Segmentation
Dianwen Mei
Wei Zhuo
Jiandong Tian
Guangming Lu
Wenjie Pei
VLM
40
0
0
02 Dec 2022
Prototype as Query for Few Shot Semantic Segmentation
Prototype as Query for Few Shot Semantic Segmentation
Leilei Cao
Yibo Guo
Ye Yuan
Qiangguo Jin
ViT
32
11
0
27 Nov 2022
Progressively Dual Prior Guided Few-shot Semantic Segmentation
Progressively Dual Prior Guided Few-shot Semantic Segmentation
Qinglong Cao
Yuntian Chen
Xiwen Yao
Junwei Han
19
0
0
20 Nov 2022
Query Semantic Reconstruction for Background in Few-Shot Segmentation
Query Semantic Reconstruction for Background in Few-Shot Segmentation
Haoyan Guan
Michael W. Spratling
29
3
0
21 Oct 2022
CobNet: Cross Attention on Object and Background for Few-Shot
  Segmentation
CobNet: Cross Attention on Object and Background for Few-Shot Segmentation
Haoyan Guan
Michael W. Spratling
32
0
0
21 Oct 2022
Few-Shot Segmentation via Rich Prototype Generation and Recurrent
  Prediction Enhancement
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
One-Shot Synthesis of Images and Segmentation Masks
V. Sushko
Dan Zhang
Juergen Gall
Anna Khoreva
38
6
0
15 Sep 2022
One-Shot Transfer of Affordance Regions? AffCorrs!
One-Shot Transfer of Affordance Regions? AffCorrs!
Denis Hadjivelichkov
Sicelukwanda Zwane
M. Deisenroth
Lourdes Agapito
Dimitrios Kanoulas
37
35
0
15 Sep 2022
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