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Represent, Compare, and Learn: A Similarity-Aware Framework for
  Class-Agnostic Counting

Represent, Compare, and Learn: A Similarity-Aware Framework for Class-Agnostic Counting

16 March 2022
Min Shi
Hao Lu
Chen Feng
Chengxin Liu
Zhiguo Cao
ArXiv (abs)PDFHTML

Papers citing "Represent, Compare, and Learn: A Similarity-Aware Framework for Class-Agnostic Counting"

50 / 59 papers shown
Title
Open-World Object Counting in Videos
Open-World Object Counting in Videos
Niki Amini-Naieni
Andrew Zisserman
20
0
0
18 Jun 2025
Improving Contrastive Learning for Referring Expression Counting
Improving Contrastive Learning for Referring Expression Counting
Kostas Triaridis
Panagiotis Kaliosis
E-Ro Nguyen
Aoxiang Fan
Hieu M. Le
Dimitris Samaras
SSL
67
0
0
28 May 2025
Single Domain Generalization for Few-Shot Counting via Universal Representation Matching
Single Domain Generalization for Few-Shot Counting via Universal Representation Matching
Xianing Chen
Si Huo
Borui Jiang
Hailin Hu
Xinghao Chen
OOD
79
0
0
22 May 2025
Expanding Zero-Shot Object Counting with Rich Prompts
Expanding Zero-Shot Object Counting with Rich Prompts
Huilin Zhu
Senyao Li
Jingling Yuan
Zhengwei Yang
Yu Guo
Wenxuan Liu
Xian Zhong
Shengfeng He
VLM
102
0
0
21 May 2025
SDVPT: Semantic-Driven Visual Prompt Tuning for Open-World Object Counting
SDVPT: Semantic-Driven Visual Prompt Tuning for Open-World Object Counting
Yiming Zhao
Guorong Li
Laiyun Qing
Amin Beheshti
Jian Yang
Michael Sheng
Yuankai Qi
Qingming Huang
VLMVPVLM
116
0
0
24 Apr 2025
Exploring Contextual Attribute Density in Referring Expression Counting
Exploring Contextual Attribute Density in Referring Expression Counting
Zhicheng Wang
Zhiyu Pan
Zhan Peng
Jian Cheng
Liwen Xiao
Wei Jiang
Zhiguo Cao
76
0
0
16 Mar 2025
T2ICount: Enhancing Cross-modal Understanding for Zero-Shot Counting
T2ICount: Enhancing Cross-modal Understanding for Zero-Shot Counting
Yifei Qian
Zhongliang Guo
Bowen Deng
Chun Tong Lei
Shuai Zhao
Chun Pong Lau
Xiaopeng Hong
Michael P. Pound
DiffM
190
1
0
28 Feb 2025
FocalCount: Towards Class-Count Imbalance in Class-Agnostic Counting
FocalCount: Towards Class-Count Imbalance in Class-Agnostic Counting
Huilin Zhu
Jingling Yuan
Zhengwei Yang
Yu Guo
Xian Zhong
Shengfeng He
82
0
0
15 Feb 2025
A Survey on Class-Agnostic Counting: Advancements from Reference-Based to Open-World Text-Guided Approaches
A Survey on Class-Agnostic Counting: Advancements from Reference-Based to Open-World Text-Guided Approaches
Luca Ciampi
Ali Azmoudeh
Elif Ecem Akbaba
Erdi Sarıtaş
Ziya Ata Yazıcı
H. K. Ekenel
Giuseppe Amato
Fabrizio Falchi
185
0
0
31 Jan 2025
Localization-Aware Multi-Scale Representation Learning for Repetitive Action Counting
Localization-Aware Multi-Scale Representation Learning for Repetitive Action Counting
Sujia Wang
Xiangwei Shen
Yansong Tang
Xin Luna Dong
Wenjia Geng
Lei Chen
68
0
0
13 Jan 2025
Edge Weight Prediction For Category-Agnostic Pose Estimation
Edge Weight Prediction For Category-Agnostic Pose Estimation
Or Hirschorn
S. Avidan
150
0
0
25 Nov 2024
WARLearn: Weather-Adaptive Representation Learning
WARLearn: Weather-Adaptive Representation Learning
Shubham Agarwal
Raz Birman
Ofer Hadar
123
1
0
21 Nov 2024
Text-guided Zero-Shot Object Localization
Jingjing Wang
Xinglin Piao
Zongzhi Gao
Bo Li
Yong Zhang
Baocai Yin
149
0
0
18 Nov 2024
A Novel Unified Architecture for Low-Shot Counting by Detection and
  Segmentation
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation
Jer Pelhan
A. Lukežič
Vitjan Zavrtanik
Matej Kristan
ObjD
124
5
0
27 Sep 2024
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting
Yuzhe Wu
Yipeng Xu
Tianyu Xu
Jialu Zhang
Jianfeng Ren
Xudong Jiang
140
0
0
18 Sep 2024
AllWeatherNet:Unified Image enhancement for autonomous driving under
  adverse weather and lowlight-conditions
AllWeatherNet:Unified Image enhancement for autonomous driving under adverse weather and lowlight-conditions
Chenghao Qian
Mahdi Rezaei
Saeed Anwar
Wenjing Li
Tanveer Hussain
Mohsen Azarmi
Wei Wang
64
1
0
03 Sep 2024
Mutually-Aware Feature Learning for Few-Shot Object Counting
Mutually-Aware Feature Learning for Few-Shot Object Counting
Yerim Jeon
Subeen Lee
Jihwan Kim
Jae-Pil Heo
96
1
0
19 Aug 2024
OVR: A Dataset for Open Vocabulary Temporal Repetition Counting in
  Videos
OVR: A Dataset for Open Vocabulary Temporal Repetition Counting in Videos
Debidatta Dwibedi
Y. Aytar
Jonathan Tompson
Andrew Zisserman
52
4
0
24 Jul 2024
Zero-shot Object Counting with Good Exemplars
Zero-shot Object Counting with Good Exemplars
Huilin Zhu
Jingling Yuan
Zhengwei Yang
Yu Guo
Zheng Wang
Xian Zhong
Shengfeng He
VLM
89
10
0
06 Jul 2024
CountGD: Multi-Modal Open-World Counting
CountGD: Multi-Modal Open-World Counting
Niki Amini-Naieni
Tengda Han
Andrew Zisserman
ObjD
161
13
0
05 Jul 2024
CapeX: Category-Agnostic Pose Estimation from Textual Point Explanation
CapeX: Category-Agnostic Pose Estimation from Textual Point Explanation
M. Rusanovsky
Or Hirschorn
S. Avidan
76
3
0
01 Jun 2024
Learning Spatial Similarity Distribution for Few-shot Object Counting
Learning Spatial Similarity Distribution for Few-shot Object Counting
Yuanwu Xu
Feifan Song
Haofeng Zhang
115
7
0
20 May 2024
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting
Jer Pelhan
A. Lukežič
Vitjan Zavrtanik
Matej Kristan
107
22
0
25 Apr 2024
CryoMAE: Few-Shot Cryo-EM Particle Picking with Masked Autoencoders
CryoMAE: Few-Shot Cryo-EM Particle Picking with Masked Autoencoders
Chentianye Xu
Xueying Zhan
Min Xu
40
4
0
15 Apr 2024
A Recipe for CAC: Mosaic-based Generalized Loss for Improved
  Class-Agnostic Counting
A Recipe for CAC: Mosaic-based Generalized Loss for Improved Class-Agnostic Counting
Tsung-Han Chou
Brian Wang
Wei-Chen Chiu
Jun-Cheng Chen
114
0
0
15 Apr 2024
Counting Objects in a Robotic Hand
Counting Objects in a Robotic Hand
Francis Tsow
Tianze Chen
Yu Sun
117
1
0
09 Apr 2024
Every Shot Counts: Using Exemplars for Repetition Counting in Videos
Every Shot Counts: Using Exemplars for Repetition Counting in Videos
Saptarshi Sinha
Alexandros Stergiou
Dima Damen
67
5
0
26 Mar 2024
T-Rex2: Towards Generic Object Detection via Text-Visual Prompt Synergy
T-Rex2: Towards Generic Object Detection via Text-Visual Prompt Synergy
Qing Jiang
Feng Li
Zhaoyang Zeng
Tianhe Ren
Shilong Liu
Lei Zhang
VLM
114
43
0
21 Mar 2024
A Fixed-Point Approach to Unified Prompt-Based Counting
A Fixed-Point Approach to Unified Prompt-Based Counting
Wei Lin
Antoni B. Chan
64
5
0
15 Mar 2024
TFCounter:Polishing Gems for Training-Free Object Counting
TFCounter:Polishing Gems for Training-Free Object Counting
Pan Ting
Jianfeng Lin
Wenhao Yu
Wenlong Zhang
Xiaoying Chen
Jinlu Zhang
Binqiang Huang
69
0
0
12 Mar 2024
OmniCount: Multi-label Object Counting with Semantic-Geometric Priors
OmniCount: Multi-label Object Counting with Semantic-Geometric Priors
Anindya Mondal
Sauradip Nag
Xiatian Zhu
Anjan Dutta
115
3
0
08 Mar 2024
AFreeCA: Annotation-Free Counting for All
AFreeCA: Annotation-Free Counting for All
Adrian dÁlessandro
Ali Mahdavi-Amiri
Ghassan Hamarneh
DiffM
82
4
0
07 Mar 2024
A Simple-but-effective Baseline for Training-free Class-Agnostic Counting
A Simple-but-effective Baseline for Training-free Class-Agnostic Counting
Yuhao Lin
Hai-Ming Xu
Lingqiao Liu
Javen Qinfeng Shi
112
1
0
03 Mar 2024
Enhancing Zero-shot Counting via Language-guided Exemplar Learning
Enhancing Zero-shot Counting via Language-guided Exemplar Learning
Mingjie Wang
Jun Zhou
Yong Dai
Eric Buys
Minglun Gong
134
0
0
08 Feb 2024
Count What You Want: Exemplar Identification and Few-shot Counting of
  Human Actions in the Wild
Count What You Want: Exemplar Identification and Few-shot Counting of Human Actions in the Wild
Yifeng Huang
Duc Duy Nguyen
Lam Nguyen
Cuong Pham
Minh Hoai
87
2
0
28 Dec 2023
VLCounter: Text-aware Visual Representation for Zero-Shot Object
  Counting
VLCounter: Text-aware Visual Representation for Zero-Shot Object Counting
Seunggu Kang
WonJun Moon
Euiyeon Kim
Jae-Pil Heo
75
28
0
27 Dec 2023
T-Rex: Counting by Visual Prompting
T-Rex: Counting by Visual Prompting
Qing Jiang
Feng Li
Tianhe Ren
Shilong Liu
Zhaoyang Zeng
Kent Yu
Lei Zhang
100
14
0
22 Nov 2023
Point, Segment and Count: A Generalized Framework for Object Counting
Point, Segment and Count: A Generalized Framework for Object Counting
Zhizhong Huang
Mingliang Dai
Yi Zhang
Junping Zhang
Hongming Shan
83
21
0
21 Nov 2023
SQLNet: Scale-Modulated Query and Localization Network for Few-Shot
  Class-Agnostic Counting
SQLNet: Scale-Modulated Query and Localization Network for Few-Shot Class-Agnostic Counting
Hefeng Wu
Yandong Chen
Lingbo Liu
Tianshui Chen
Keze Wang
Liang Lin
83
1
0
16 Nov 2023
Semantic Generative Augmentations for Few-Shot Counting
Semantic Generative Augmentations for Few-Shot Counting
Perla Doubinsky
Nicolas Audebert
M. Crucianu
Hervé Le Borgne
VLMDiffM
88
4
0
26 Oct 2023
Zero-Shot Object Counting with Language-Vision Models
Zero-Shot Object Counting with Language-Vision Models
Aoxiang Fan
Hieu M. Le
Dimitris Samaras
VLMDiffM
72
6
0
22 Sep 2023
Interactive Class-Agnostic Object Counting
Interactive Class-Agnostic Object Counting
Yifeng Huang
Viresh Ranjan
Minh Hoai
112
8
0
11 Sep 2023
ABC Easy as 123: A Blind Counter for Exemplar-Free Multi-Class
  Class-agnostic Counting
ABC Easy as 123: A Blind Counter for Exemplar-Free Multi-Class Class-agnostic Counting
Michael A. Hobley
V. Prisacariu
100
4
0
09 Sep 2023
Learning from Pseudo-labeled Segmentation for Multi-Class Object
  Counting
Learning from Pseudo-labeled Segmentation for Multi-Class Object Counting
Aoxiang Fan
Hieu M. Le
Dimitris Samaras
62
2
0
15 Jul 2023
Training-free Object Counting with Prompts
Training-free Object Counting with Prompts
Zenglin Shi
Ying Sun
Mengmi Zhang
VLM
67
22
0
30 Jun 2023
Counting Guidance for High Fidelity Text-to-Image Synthesis
Counting Guidance for High Fidelity Text-to-Image Synthesis
Wonjune Kang
Kevin Galim
H. Koo
Nam Ik Cho
DiffM
126
10
0
30 Jun 2023
Open-world Text-specified Object Counting
Open-world Text-specified Object Counting
Niki Amini-Naieni
Kiana Amini-Naieni
Tengda Han
Andrew Zisserman
VLM
91
21
0
02 Jun 2023
SimpSON: Simplifying Photo Cleanup with Single-Click Distracting Object
  Segmentation Network
SimpSON: Simplifying Photo Cleanup with Single-Click Distracting Object Segmentation Network
Chuong Huynh
Yuqian Zhou
Zhe Lin
Connelly Barnes
Eli Shechtman
Sohrab Amirghodsi
Abhinav Shrivastava
69
7
0
28 May 2023
CLIP-Count: Towards Text-Guided Zero-Shot Object Counting
CLIP-Count: Towards Text-Guided Zero-Shot Object Counting
Ruixia Jiang
Lin Liu
Changan Chen
VLM
121
72
0
12 May 2023
Vision Transformer Off-the-Shelf: A Surprising Baseline for Few-Shot
  Class-Agnostic Counting
Vision Transformer Off-the-Shelf: A Surprising Baseline for Few-Shot Class-Agnostic Counting
Zhicheng Wang
Liwen Xiao
Zhiguo Cao
Hao Lu
92
15
0
08 May 2023
12
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