A Metric Learning Reality Check

18 March 2020

Ser-Nam Lim

Papers citing "A Metric Learning Reality Check"

50 / 294 papers shown

Title
Use of Metric Learning for the Recognition of Handwritten Digits, and its Application to Increase the Outreach of Voice-based Communication Platforms Devesh Pant Dibyendu Talukder Deepak Kumar Rachit Pandey Aaditeshwar Seth Chetan Arora 24 1 0 26 Apr 2025
A Sober Look at Progress in Language Model Reasoning: Pitfalls and Paths to Reproducibility Andreas Hochlehnert Hardik Bhatnagar Vishaal Udandarao Samuel Albanie Ameya Prabhu Matthias Bethge ReLM ALM LRM 92 4 0 09 Apr 2025
Prompt-Guided Attention Head Selection for Focus-Oriented Image Retrieval Yuji Nozawa Yu Lin Kazumoto Nakamura Youyang Ng 38 0 0 02 Apr 2025
All You Need to Know About Training Image Retrieval Models Gabriele Berton Kevin Musgrave Carlo Masone VLM 58 0 0 17 Mar 2025
NeighborRetr: Balancing Hub Centrality in Cross-Modal Retrieval Zengrong Lin Zheng Wang Tianwen Qian Pan Mu Sixian Chan Cong Bai 42 0 0 13 Mar 2025
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 97 0 0 31 Jan 2025
Self-supervised Benchmark Lottery on ImageNet: Do Marginal Improvements Translate to Improvements on Similar Datasets? Utku Ozbulak Esla Timothy Anzaku Solha Kang W. D. Neve J. Vankerschaver 50 0 0 28 Jan 2025
Enhancing Sample Utilization in Noise-Robust Deep Metric Learning With Subgroup-Based Positive-Pair Selection Zhipeng Yu Qianqian Xu Yangbangyan Jiang Yingfei Sun Qingming Huang NoLa 69 0 0 19 Jan 2025
Improving OOD Generalization of Pre-trained Encoders via Aligned Embedding-Space Ensembles Shuman Peng Arash Khoeini Sharan Vaswani Martin Ester 65 0 0 20 Nov 2024
Brain Mapping with Dense Features: Grounding Cortical Semantic Selectivity in Natural Images With Vision Transformers Andrew F. Luo Jacob Yeung Rushikesh Zawar Shaurya Dewan Margaret M. Henderson Leila Wehbe Michael J. Tarr 34 3 0 07 Oct 2024
MeLIAD: Interpretable Few-Shot Anomaly Detection with Metric Learning and Entropy-based Scoring Eirini Cholopoulou D. Iakovidis AAML 26 0 0 20 Sep 2024
Accurate Computation of the Logarithm of Modified Bessel Functions on GPUs Andreas Plesner Hans Henrik Brandenborg Sørensen Søren Hauberg 16 1 0 13 Sep 2024
Realigned Softmax Warping for Deep Metric Learning Michael DeMoor John J. Prevost 36 1 0 28 Aug 2024
Supervised Representation Learning towards Generalizable Assembly State Recognition Tim J. Schoonbeek Goutham Balachandran H. Onvlee Tim Houben Shao-Hsuan Hung Jacek Kustra Peter H. N. de With Fons van der Sommen 29 1 0 21 Aug 2024
AMES: Asymmetric and Memory-Efficient Similarity Estimation for Instance-level Retrieval Pavel Suma Giorgos Kordopatis-Zilos Ahmet Iscen Giorgos Tolias VLM 37 3 0 06 Aug 2024
A Closer Look at Benchmarking Self-Supervised Pre-training with Image Classification Markus Marks Manuel Knott Neehar Kondapaneni Elijah Cole T. Defraeye Fernando Pérez-Cruz Pietro Perona SSL 40 2 0 16 Jul 2024
Close, But Not There: Boosting Geographic Distance Sensitivity in Visual Place Recognition Sergio Izquierdo Javier Civera 39 4 0 02 Jul 2024
Camera-Invariant Meta-Learning Network for Single-Camera-Training Person Re-identification Jiangbo Pei Zhuqing Jiang Aidong Men Haiying Wang Haiyong Luo Shiping Wen 3DPC 35 0 0 21 Jun 2024
Fetch-A-Set: A Large-Scale OCR-Free Benchmark for Historical Document Retrieval Adrià Molina O. R. Terrades Josep Lladós 26 0 0 11 Jun 2024
Potential Field Based Deep Metric Learning Shubhang Bhatnagar Narendra Ahuja 42 1 0 28 May 2024
Enhancing Understanding Through Wildlife Re-Identification J. Buitenhuis 31 0 0 17 May 2024
OpenGait: A Comprehensive Benchmark Study for Gait Recognition towards Better Practicality Chao Fan Saihui Hou Junhao Liang Chuanfu Shen Jingzhe Ma Dongyang Jin Yongzhen Huang Shiqi Yu 34 1 0 15 May 2024
Revisiting Relevance Feedback for CLIP-based Interactive Image Retrieval Ryoya Nara Yu-Chieh Lin Yuji Nozawa Youyang Ng Goh Itoh Osamu Torii Yusuke Matsui HAI 29 2 0 25 Apr 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 30 1 0 23 Apr 2024
Deep Active Learning: A Reality Check Edrina Gashi Jiankang Deng Ismail Elezi HAI 25 1 0 21 Mar 2024
A Change Detection Reality Check Isaac Corley Caleb Robinson Anthony Ortiz 30 8 0 10 Feb 2024
Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning Li Ren Chen Chen Liqiang Wang Kien Hua 22 4 0 04 Feb 2024
Cross-Modal Coordination Across a Diverse Set of Input Modalities Jorge Sánchez Rodrigo Laguna VLM 26 0 0 29 Jan 2024
TEPI: Taxonomy-aware Embedding and Pseudo-Imaging for Scarcely-labeled Zero-shot Genome Classification Sathyanarayanan N. Aakur Vishalini R. Laguduva Priyadharsini Ramamurthy A. Ramachandran VLM 8 0 0 24 Jan 2024
Mind Your Format: Towards Consistent Evaluation of In-Context Learning Improvements Anton Voronov Lena Wolf Max Ryabinin 22 46 0 12 Jan 2024
Towards Improved Proxy-based Deep Metric Learning via Data-Augmented Domain Adaptation Li Ren Chen Chen Liqiang Wang Kien Hua 31 7 0 01 Jan 2024
Collapse-Aware Triplet Decoupling for Adversarially Robust Image Retrieval Qiwei Tian Chenhao Lin Zhengyu Zhao Qian Li Chao Shen 21 2 0 12 Dec 2023
Human-in-the-Loop Visual Re-ID for Population Size Estimation Gustavo Pérez Daniel Sheldon Grant Van Horn Subhransu Maji 23 0 0 08 Dec 2023
Language-only Efficient Training of Zero-shot Composed Image Retrieval Geonmo Gu Sanghyuk Chun Wonjae Kim Yoohoon Kang Sangdoo Yun 24 14 0 04 Dec 2023
Beyond Accuracy: Statistical Measures and Benchmark for Evaluation of Representation from Self-Supervised Learning Jiantao Wu Shentong Mo Sara Atito Josef Kittler Zhenhua Feng Muhammad Awais SSL 25 3 0 02 Dec 2023
Class Distribution Shifts in Zero-Shot Learning: Learning Robust Representations Y. Slavutsky Y. Benjamini VLM OOD 25 0 0 30 Nov 2023
Optimal Transport Aggregation for Visual Place Recognition Sergio Izquierdo Javier Civera OT 35 61 0 27 Nov 2023
WildlifeDatasets: An open-source toolkit for animal re-identification Vojtěch Čermák Lukás Picek L. Adam Kostas Papafitsoros 29 15 0 15 Nov 2023
AdaCCD: Adaptive Semantic Contrasts Discovery Based Cross Lingual Adaptation for Code Clone Detection Yangkai Du Tengfei Ma Lingfei Wu Xuhong Zhang Shouling Ji 27 3 0 13 Nov 2023
Embedding Space Interpolation Beyond Mini-Batch, Beyond Pairs and Beyond Examples Shashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis Avrithis 12 4 0 09 Nov 2023
Fast and Interpretable Face Identification for Out-Of-Distribution Data Using Vision Transformers Hai T. Phan Cindy X. Le Vu Le Yihui He Anh Totti Nguyen 23 3 0 06 Nov 2023
ProcSim: Proxy-based Confidence for Robust Similarity Learning Oriol Barbany Xiaofan Lin Muhammet Bastan Arnab Dhua 8 2 0 01 Nov 2023
Retrofitting Light-weight Language Models for Emotions using Supervised Contrastive Learning Sapan Shah Sreedhar Reddy Pushpak Bhattacharyya 13 0 0 29 Oct 2023
Pairwise Similarity Learning is SimPLE Yandong Wen Weiyang Liu Yao Feng Bhiksha Raj Rita Singh Adrian Weller Michael J. Black Bernhard Schölkopf 33 6 0 13 Oct 2023
Hyp-UML: Hyperbolic Image Retrieval with Uncertainty-aware Metric Learning Shiyang Yan Zongxuan Liu Lin Xu 27 0 0 12 Oct 2023
An Easy Rejection Sampling Baseline via Gradient Refined Proposals Edward Raff Mark McLean James Holt 13 0 0 30 Sep 2023
Retail-786k: a Large-Scale Dataset for Visual Entity Matching Bianca Lamm Janis Keuper VLM 11 3 0 29 Sep 2023
Keep It SimPool: Who Said Supervised Transformers Suffer from Attention Deficit? Bill Psomas Ioannis Kakogeorgiou Konstantinos Karantzalos Yannis Avrithis ViT 23 8 0 13 Sep 2023
Introspective Deep Metric Learning Cheng-Hao Wang Wenzhao Zheng Zheng Hua Zhu Jie Zhou Jiwen Lu UQCV 28 12 0 11 Sep 2023
Towards Universal Image Embeddings: A Large-Scale Dataset and Challenge for Generic Image Representations Nikolaos-Antonios Ypsilantis Kaifeng Chen Bingyi Cao Mário Lipovský Pelin Dogan-Schönberger Grzegorz Makosa Boris Bluntschli Mojtaba Seyedhosseini Ondrej Chum André Araujo SSL 16 13 0 04 Sep 2023