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RepMet: Representative-based metric learning for classification and
  one-shot object detection
v1v2v3 (latest)

RepMet: Representative-based metric learning for classification and one-shot object detection

12 June 2018
Leonid Karlinsky
J. Shtok
Sivan Harary
Eli Schwartz
Mattias Marder
Rogerio Feris
Raja Giryes
A. Bronstein
    VLMObjD
ArXiv (abs)PDFHTML

Papers citing "RepMet: Representative-based metric learning for classification and one-shot object detection"

50 / 125 papers shown
Title
FSP-DETR: Few-Shot Prototypical Parasitic Ova Detection
FSP-DETR: Few-Shot Prototypical Parasitic Ova Detection
Shubham Trehan
U. Ramachandran
Akash Rao
Ruth Scimeca
Sathyanarayanan N. Aakur
VLM
96
0
0
10 Oct 2025
DyCAF-Net: Dynamic Class-Aware Fusion Network
DyCAF-Net: Dynamic Class-Aware Fusion Network
Md Abrar Jahin
Shahriar Soudeep
M. F. Mridha
Nafiz Fahad
Md. Jakir Hossen
120
0
0
05 Aug 2025
Few-Shot Object Detection via Spatial-Channel State Space Model
Few-Shot Object Detection via Spatial-Channel State Space Model
Zhimeng Xin
Tianxu Wu
Yixiong Zou
Shiming Chen
Dingjie Fu
Xinge You
Mamba
121
0
0
21 Jul 2025
Generalized Semantic Contrastive Learning via Embedding Side Information for Few-Shot Object Detection
Generalized Semantic Contrastive Learning via Embedding Side Information for Few-Shot Object DetectionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025
Ruoyu Chen
Hua Zhang
Jingzhi Li
Li Liu
Zhen Huang
Simeng Qin
239
2
0
09 Apr 2025
UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning
UNEM: UNrolled Generalized EM for Transductive Few-Shot LearningComputer Vision and Pattern Recognition (CVPR), 2024
Long Zhou
Fereshteh Shakeri
Aymen Sadraoui
Mounir Kaaniche
J. Pesquet
Ismail Ben Ayed
VLM
565
1
0
21 Dec 2024
Improved Diversity-Promoting Collaborative Metric Learning for
  Recommendation
Improved Diversity-Promoting Collaborative Metric Learning for RecommendationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Shilong Bao
Qianqian Xu
Zhiyong Yang
Yuan He
Xiaochun Cao
Qingming Huang
321
11
0
02 Sep 2024
PS-TTL: Prototype-based Soft-labels and Test-Time Learning for Few-shot
  Object Detection
PS-TTL: Prototype-based Soft-labels and Test-Time Learning for Few-shot Object DetectionACM Multimedia (MM), 2024
Yingjie Gao
Yanan Zhang
Ziyue Huang
Nanqing Liu
Di Huang
ObjD
231
11
0
11 Aug 2024
SMILe: Leveraging Submodular Mutual Information For Robust Few-Shot
  Object Detection
SMILe: Leveraging Submodular Mutual Information For Robust Few-Shot Object Detection
Anay Majee
Ryan Sharp
Rishabh K. Iyer
231
5
0
02 Jul 2024
FlameFinder: Illuminating Obscured Fire through Smoke with Attentive
  Deep Metric Learning
FlameFinder: Illuminating Obscured Fire through Smoke with Attentive Deep Metric LearningIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024
Hossein Rajoli
Sahand Khoshdel
Fatemeh Afghah
Xiaolong Ma
180
7
0
09 Apr 2024
Few-Shot Learning for Annotation-Efficient Nucleus Instance Segmentation
Few-Shot Learning for Annotation-Efficient Nucleus Instance Segmentation
Yu Ming
Zihao Wu
Jie Yang
Danyi Li
Yuan Gao
Changxin Gao
Gui-Song Xia
Yuanqing Li
Li Liang
Jin-Gang Yu
256
2
0
26 Feb 2024
GRSDet: Learning to Generate Local Reverse Samples for Few-shot Object
  Detection
GRSDet: Learning to Generate Local Reverse Samples for Few-shot Object Detection
Hefei Mei
Taijin Zhao
Shiyuan Tang
Heqian Qiu
Lanxiao Wang
Minjian Zhang
Fanman Meng
Hongliang Li
ObjD
251
1
0
27 Dec 2023
Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype
  Enhancement
Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype Enhancement
Jing Wang
Jinagyun Li
Chen Chen
Yisi Zhang
Haoran Shen
Tianxiang Zhang
VLM
267
20
0
25 Dec 2023
Decoupled DETR For Few-shot Object Detection
Decoupled DETR For Few-shot Object Detection
Zeyu Shangguan
Lian Huai
Tong Liu
Xingqun Jiang
235
3
0
20 Nov 2023
Few-shot Object Detection in Remote Sensing: Lifting the Curse of
  Incompletely Annotated Novel Objects
Few-shot Object Detection in Remote Sensing: Lifting the Curse of Incompletely Annotated Novel ObjectsIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Fahong Zhang
Yilei Shi
Zhitong Xiong
Xiaoxiang Zhu
ObjD
196
35
0
19 Sep 2023
Improved Region Proposal Network for Enhanced Few-Shot Object Detection
Improved Region Proposal Network for Enhanced Few-Shot Object DetectionNeural Networks (Neural Netw.), 2023
Zeyu Shangguan
Mohammad Rostami
ObjD
199
15
0
15 Aug 2023
Rethinking Intersection Over Union for Small Object Detection in
  Few-Shot Regime
Rethinking Intersection Over Union for Small Object Detection in Few-Shot Regime
Pierre Le Jeune
Anissa Zergaïnoh-Mokraoui
ObjD
138
12
0
17 Jul 2023
Fantastic DNN Classifiers and How to Identify them without Data
Fantastic DNN Classifiers and How to Identify them without Data
Nathaniel R. Dean
D. Sarkar
102
1
0
24 May 2023
Vision-Language Models in Remote Sensing: Current Progress and Future
  Trends
Vision-Language Models in Remote Sensing: Current Progress and Future TrendsIEEE Geoscience and Remote Sensing Magazine (GRSM), 2023
Xiang Li
Congcong Wen
Yuan Hu
Zhenghang Yuan
Xiao Xiang Zhu
VLM
290
149
0
09 May 2023
Generating Features with Increased Crop-related Diversity for Few-Shot
  Object Detection
Generating Features with Increased Crop-related Diversity for Few-Shot Object DetectionComputer Vision and Pattern Recognition (CVPR), 2023
Aoxiang Fan
Hieu M. Le
Dimitris Samaras
ObjD
218
42
0
11 Apr 2023
Identification of Novel Classes for Improving Few-Shot Object Detection
Identification of Novel Classes for Improving Few-Shot Object Detection
Zeyu Shangguan
Mohammad Rostami
ObjD
207
17
0
18 Mar 2023
Transformation-Invariant Network for Few-Shot Object Detection in Remote
  Sensing Images
Transformation-Invariant Network for Few-Shot Object Detection in Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Nanqing Liu
Xun Xu
Turgay Celik
Zongxin Gan
Hengchao Li
309
37
0
13 Mar 2023
Multi-Content Interaction Network for Few-Shot Segmentation
Multi-Content Interaction Network for Few-Shot Segmentation
Hao Chen
YunLong Yu
Yonghan Dong
Zhe-Ming Lu
Yingming Li
Zhongfei Zhang
137
6
0
11 Mar 2023
Incremental Few-Shot Object Detection via Simple Fine-Tuning Approach
Incremental Few-Shot Object Detection via Simple Fine-Tuning ApproachIEEE International Conference on Robotics and Automation (ICRA), 2023
Taehyean Choi
Jong-Hwan Kim
ObjD
142
9
0
20 Feb 2023
Reference Twice: A Simple and Unified Baseline for Few-Shot Instance
  Segmentation
Reference Twice: A Simple and Unified Baseline for Few-Shot Instance SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Yue Han
Jiangning Zhang
Zhucun Xue
Chao Xu
Xintian Shen
Yabiao Wang
Chengjie Wang
Yong Liu
Xiangtai Li
317
22
0
03 Jan 2023
Breaking Immutable: Information-Coupled Prototype Elaboration for
  Few-Shot Object Detection
Breaking Immutable: Information-Coupled Prototype Elaboration for Few-Shot Object DetectionAAAI Conference on Artificial Intelligence (AAAI), 2022
Xiaonan Lu
Wenhui Diao
Yongqiang Mao
Junxi Li
Peijin Wang
Xian Sun
Kun Fu
ObjD
193
54
0
27 Nov 2022
Few-shot Object Detection with Refined Contrastive Learning
Few-shot Object Detection with Refined Contrastive LearningIEEE International Conference on Tools with Artificial Intelligence (ICTAI), 2022
Zeyu Shangguan
Lian Huai
Tong Liu
Xingqun Jiang
215
7
0
24 Nov 2022
Informative Sample-Aware Proxy for Deep Metric Learning
Informative Sample-Aware Proxy for Deep Metric LearningACM Multimedia Asia (MA), 2022
Aoyu Li
Ikuro Sato
Kohta Ishikawa
Rei Kawakami
Rio Yokota
194
1
0
18 Nov 2022
A Joint Framework Towards Class-aware and Class-agnostic Alignment for
  Few-shot Segmentation
A Joint Framework Towards Class-aware and Class-agnostic Alignment for Few-shot SegmentationAsian Conference on Computer Vision (ACCV), 2022
Kai-Qi Huang
Mingfei Cheng
Yang Wang
Bochen Wang
Ye Xi
Feigege Wang
Peng Chen
135
2
0
02 Nov 2022
Time-rEversed diffusioN tEnsor Transformer: A new TENET of Few-Shot
  Object Detection
Time-rEversed diffusioN tEnsor Transformer: A new TENET of Few-Shot Object DetectionEuropean Conference on Computer Vision (ECCV), 2022
Shan Zhang
Naila Murray
Lei Wang
Piotr Koniusz
ViT
144
20
0
30 Oct 2022
A Comparative Attention Framework for Better Few-Shot Object Detection
  on Aerial Images
A Comparative Attention Framework for Better Few-Shot Object Detection on Aerial Images
Pierre Le Jeune
Anissa Zergaïnoh-Mokraoui
ObjD
238
7
0
25 Oct 2022
A Unified Framework with Meta-dropout for Few-shot Learning
A Unified Framework with Meta-dropout for Few-shot Learning
Shaobo Lin
Xingyu Zeng
Rui Zhao
154
1
0
12 Oct 2022
Towards Discriminative and Transferable One-Stage Few-Shot Object
  Detectors
Towards Discriminative and Transferable One-Stage Few-Shot Object DetectorsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Karim Guirguis
Mohamed Abdelsamad
George Eskandar
Ahmed Hendawy
Matthias Kayser
B. Yang
Jürgen Beyerer
ObjD
226
3
0
11 Oct 2022
Exploring Effective Knowledge Transfer for Few-shot Object Detection
Exploring Effective Knowledge Transfer for Few-shot Object DetectionACM Multimedia (ACM MM), 2022
Zhiyuan Zhao
Qingjie Liu
Yunhong Wang
296
11
0
05 Oct 2022
Disentangle and Remerge: Interventional Knowledge Distillation for
  Few-Shot Object Detection from A Conditional Causal Perspective
Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from A Conditional Causal PerspectiveAAAI Conference on Artificial Intelligence (AAAI), 2022
Jiangmeng Li
Yanan Zhang
Jingyao Wang
Hui Xiong
Chengbo Jiao
Xiaohui Hu
Changwen Zheng
Gang Hua
CML
257
41
0
26 Aug 2022
Active Learning Strategies for Weakly-supervised Object Detection
Active Learning Strategies for Weakly-supervised Object DetectionEuropean Conference on Computer Vision (ECCV), 2022
Huy V. Vo
Oriane Siméoni
Spyros Gidaris
Andrei Bursuc
Patrick Pérez
Jean Ponce
268
22
0
25 Jul 2022
Few-Shot Object Detection by Knowledge Distillation Using
  Bag-of-Visual-Words Representations
Few-Shot Object Detection by Knowledge Distillation Using Bag-of-Visual-Words RepresentationsEuropean Conference on Computer Vision (ECCV), 2022
Wenjie Pei
Shuang Wu
Dianwen Mei
Fanglin Chen
Jiandong Tian
Guangming Lu
VLM
120
14
0
25 Jul 2022
Multi-Faceted Distillation of Base-Novel Commonality for Few-shot Object
  Detection
Multi-Faceted Distillation of Base-Novel Commonality for Few-shot Object DetectionEuropean Conference on Computer Vision (ECCV), 2022
Shuang Wu
Wenjie Pei
Dianwen Mei
Fanglin Chen
Jiandong Tian
Guangming Lu
VLMObjD
156
37
0
22 Jul 2022
Distribution Regularized Self-Supervised Learning for Domain Adaptation
  of Semantic Segmentation
Distribution Regularized Self-Supervised Learning for Domain Adaptation of Semantic SegmentationImage and Vision Computing (IVC), 2022
Javed Iqbal
H. Rawal
R. Hafiz
Yu-Tseh Chi
Mohsen Ali
211
7
0
20 Jun 2022
Automatic Bounding Box Annotation with Small Training Data Sets for
  Industrial Manufacturing
Automatic Bounding Box Annotation with Small Training Data Sets for Industrial Manufacturing
Manuela Geiß
R. Wagner
Martin Baresch
Josef Steiner
Michaela Zwick
ObjD
220
8
0
01 Jun 2022
iFS-RCNN: An Incremental Few-shot Instance Segmenter
iFS-RCNN: An Incremental Few-shot Instance SegmenterComputer Vision and Pattern Recognition (CVPR), 2022
Khoi Duc Minh Nguyen
S. Todorovic
ISegCLL
196
28
0
31 May 2022
MINI: Mining Implicit Novel Instances for Few-Shot Object Detection
MINI: Mining Implicit Novel Instances for Few-Shot Object Detection
Yuhang Cao
Yuan Liu
Yiqi Lin
Dahua Lin
ObjD
111
7
0
06 May 2022
Multi-Modal Few-Shot Object Detection with Meta-Learning-Based
  Cross-Modal Prompting
Multi-Modal Few-Shot Object Detection with Meta-Learning-Based Cross-Modal Prompting
G. Han
Long Chen
Jiawei Ma
Shiyuan Huang
Ramalingam Chellappa
Shih-Fu Chang
VLM
334
25
0
16 Apr 2022
CFA: Constraint-based Finetuning Approach for Generalized Few-Shot
  Object Detection
CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection
Karim Guirguis
Ahmed Hendawy
George Eskandar
Mohamed Abdelsamad
Matthias Kayser
Jürgen Beyerer
108
19
0
11 Apr 2022
Few-Shot Object Detection in Unseen Domains
Few-Shot Object Detection in Unseen DomainsInternational Conference on Signal-Image Technology and Internet-Based Systems (SITIS), 2022
Karim Guirguis
George Eskandar
Matthias Kayser
Bin Yang
Jürgen Beyerer
160
1
0
11 Apr 2022
OSOP: A Multi-Stage One Shot Object Pose Estimation Framework
OSOP: A Multi-Stage One Shot Object Pose Estimation FrameworkComputer Vision and Pattern Recognition (CVPR), 2022
I. Shugurov
Fu Li
Benjamin Busam
Slobodan Ilic
305
103
0
29 Mar 2022
Recent Few-Shot Object Detection Algorithms: A Survey with Performance
  Comparison
Recent Few-Shot Object Detection Algorithms: A Survey with Performance ComparisonACM Transactions on Intelligent Systems and Technology (ACM TIST), 2022
Tianying Liu
Jun Liu
Yang Wang
Jihong Guan
Yanwei Fu
Jiajia Zhao
Shuigeng Zhou
ObjDAAML
239
36
0
27 Mar 2022
Semantic-aligned Fusion Transformer for One-shot Object Detection
Semantic-aligned Fusion Transformer for One-shot Object DetectionComputer Vision and Pattern Recognition (CVPR), 2022
Yizhou Zhao
Xun Guo
Yan Lu
ViTObjD
169
27
0
17 Mar 2022
Learning from Few Examples: A Summary of Approaches to Few-Shot Learning
Learning from Few Examples: A Summary of Approaches to Few-Shot Learning
Archit Parnami
Minwoo Lee
MQ
263
241
0
07 Mar 2022
Task-Adaptive Feature Transformer with Semantic Enrichment for Few-Shot
  Segmentation
Task-Adaptive Feature Transformer with Semantic Enrichment for Few-Shot Segmentation
Jun Seo
Younghyun Park
Sung Whan Yoon
Jaekyun Moon
ViT
125
5
0
14 Feb 2022
Mobile Robot Manipulation using Pure Object Detection
Mobile Robot Manipulation using Pure Object DetectionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Brent A. Griffin
272
10
0
28 Jan 2022
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