Smart Mining for Deep Metric Learning

5 April 2017

Papers citing "Smart Mining for Deep Metric Learning"

48 / 48 papers shown

Title
ELIP: Enhanced Visual-Language Foundation Models for Image Retrieval Guanqi Zhan Yuanpei Liu Kai Han Weidi Xie Andrew Zisserman VLM 165 0 0 21 Feb 2025
Hybrid Losses for Hierarchical Embedding Learning Haokun Tian Stefan Lattner Brian McFee Charalampos Saitis 45 0 0 22 Jan 2025
Improved Diversity-Promoting Collaborative Metric Learning for Recommendation Shilong Bao Qianqian Xu Zhiyong Yang Yuan He Xiaochun Cao Qingming Huang 45 5 0 02 Sep 2024
Potential Field Based Deep Metric Learning Shubhang Bhatnagar Narendra Ahuja 51 1 0 28 May 2024
CLCE: An Approach to Refining Cross-Entropy and Contrastive Learning for Optimized Learning Fusion Zijun Long George Killick Lipeng Zhuang Gerardo Aragon Camarasa Zaiqiao Meng R. McCreadie VLM 44 2 0 22 Feb 2024
Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing Jaeill Kim Duhun Hwang Eunjung Lee Jangwon Suh Jimyeong Kim Wonjong Rhee 33 0 0 11 Jan 2024
Adaptive Sparse Pairwise Loss for Object Re-Identification Xiao Zhou Yujie Zhong Zhen Cheng Fan Liang Lin Ma 13 39 0 31 Mar 2023
Multimorbidity Content-Based Medical Image Retrieval Using Proxies Yu Xing Benjamin J. Meyer Mehrtash Harandi Tom Drummond Z. Ge 22 0 0 22 Nov 2022
Deep Metric Learning with Chance Constraints Y. Z. Gürbüz Ogul Can Aydin Alatan 19 2 0 19 Sep 2022
NGAME: Negative Mining-aware Mini-batching for Extreme Classification Kunal Dahiya Nilesh Gupta Deepak Saini Akshay Soni Yajun Wang ... Sonu Mehta R. Ramjee Sumeet Agarwal Purushottam Kar Manik Varma 34 35 0 10 Jul 2022
Guided Deep Metric Learning Jorge Gonzalez-Zapata Iván Reyes-Amezcua Daniel Flores-Araiza M. Mendez-Ruiz G. Ochoa-Ruiz Andres Mendez-Vazquez FedML 24 5 0 04 Jun 2022
CoupleFace: Relation Matters for Face Recognition Distillation Jiaheng Liu Haoyu Qin Yichao Wu Jinyang Guo Ding Liang Ke Xu CVBM 21 19 0 12 Apr 2022
Attributable Visual Similarity Learning Borui Zhang Wenzhao Zheng Jie Zhou Jiwen Lu 22 17 0 28 Mar 2022
Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in Deep Metric Learning Natalie Dullerud Karsten Roth Kimia Hamidieh Nicolas Papernot Marzyeh Ghassemi 27 15 0 23 Mar 2022
Non-isotropy Regularization for Proxy-based Deep Metric Learning Karsten Roth Oriol Vinyals Zeynep Akata 21 36 0 16 Mar 2022
Dissecting the impact of different loss functions with gradient surgery Hong Xuan Robert Pless 20 1 0 27 Jan 2022
Unsupervised Image to Image Translation for Multiple Retinal Pathology Synthesis in Optical Coherence Tomography Scans H. Pasupuleti G. Girish MedIm 19 0 0 11 Dec 2021
Robust Contrastive Learning Using Negative Samples with Diminished Semantics Songwei Ge Shlok Kumar Mishra Haohan Wang Chun-Liang Li David Jacobs SSL 18 71 0 27 Oct 2021
Improving Deep Metric Learning by Divide and Conquer A. Sanakoyeu Pingchuan Ma Vadim Tschernezki Bjorn Ommer 24 14 0 09 Sep 2021
Incremental False Negative Detection for Contrastive Learning Tsai-Shien Chen Wei-Chih Hung Hung-Yu Tseng Shao-Yi Chien Ming-Hsuan Yang SSL CLL 18 60 0 07 Jun 2021
Contrastive Learning with Hard Negative Samples Joshua Robinson Ching-Yao Chuang S. Sra Stefanie Jegelka SSL 57 759 0 09 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 32 628 0 02 Oct 2020
Multi-Label Sentiment Analysis on 100 Languages with Dynamic Weighting for Label Imbalance Selim F. Yilmaz E. Kaynak Aykut Koç H. Dibeklioğlu Suleyman Serdar Kozat 29 26 0 26 Aug 2020
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval A. Brown Weidi Xie Vicky Kalogeiton Andrew Zisserman 44 163 0 23 Jul 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 81 6,648 0 13 Jun 2020
Efficient Deep Representation Learning by Adaptive Latent Space Sampling Yuanhan Mo Shuo Wang Chengliang Dai Rui Zhou Z. Teng Wenjia Bai Yike Guo 29 0 0 19 Mar 2020
A Metric Learning Reality Check Kevin Musgrave Serge J. Belongie Ser-Nam Lim 36 475 0 18 Mar 2020
OpenGAN: Open Set Generative Adversarial Networks Luke Ditria Benjamin J. Meyer Tom Drummond VLM AI4CE GAN 41 20 0 18 Mar 2020
Distributionally Robust Deep Learning using Hardness Weighted Sampling Lucas Fidon Michael Aertsen Thomas Deprest Doaa Emam Frédéric Guffens ... Andrew Melbourne Sébastien Ourselin Jan Deprest Georg Langs Tom Kamiel Magda Vercauteren OOD 19 10 0 08 Jan 2020
Informative Sample Mining Network for Multi-Domain Image-to-Image Translation Jie Cao Huaibo Huang Yi Li R. He Zhenan Sun 18 7 0 05 Jan 2020
A Simple and Effective Framework for Pairwise Deep Metric Learning Qi Qi Yan Yan Xiaoyu Wang Tianbao Yang 17 26 0 24 Dec 2019
Meta-Transfer Learning through Hard Tasks Qianru Sun Yaoyao Liu Zhaozheng Chen Tat-Seng Chua Bernt Schiele 14 98 0 07 Oct 2019
Imbalance Problems in Object Detection: A Review Kemal Oksuz Baris Can Cam Sinan Kalkan Emre Akbas ObjD 16 458 0 31 Aug 2019
Metric Learning With HORDE: High-Order Regularizer for Deep Embeddings Pierre Jacob David Picard A. Histace Edouard Klein DML 25 59 0 07 Aug 2019
Hybrid-Attention based Decoupled Metric Learning for Zero-Shot Image Retrieval Binghui Chen Weihong Deng VLM FedML 24 55 0 27 Jul 2019
Learning with Average Precision: Training Image Retrieval with a Listwise Loss Jérôme Revaud Jon Almazán Rafael Sampaio de Rezende César Roberto de Souza VLM 22 367 0 18 Jun 2019
Unsupervised Embedding Learning via Invariant and Spreading Instance Feature Mang Ye Xu-Yao Zhang PongChi Yuen Shih-Fu Chang SSL 28 577 0 06 Apr 2019
The Importance of Metric Learning for Robotic Vision: Open Set Recognition and Active Learning Benjamin J. Meyer Tom Drummond 14 33 0 27 Feb 2019
Energy Confused Adversarial Metric Learning for Zero-Shot Image Retrieval and Clustering Binghui Chen Weihong Deng 23 29 0 22 Jan 2019
Meta-Transfer Learning for Few-Shot Learning Qianru Sun Yaoyao Liu Tat-Seng Chua Bernt Schiele 63 1,057 0 06 Dec 2018
Multiple People Tracking Using Hierarchical Deep Tracklet Re-identification M. Babaee A. Athar Gerhard Rigoll VOT 25 25 0 09 Nov 2018
Large-scale Bisample Learning on ID Versus Spot Face Recognition Xiangyu Zhu Hao Liu Zhen Lei Hailin Shi Fan Yang Dong Yi Guojun Qi Stan Z. Li CVBM 22 47 0 08 Jun 2018
ALMN: Deep Embedding Learning with Geometrical Virtual Point Generating Binghui Chen Weihong Deng 13 7 0 04 Jun 2018
Attention-based Ensemble for Deep Metric Learning Wonsik Kim Bhavya Goyal Kunal Chawla Jungmin Lee Keunjoo Kwon FedML 17 226 0 02 Apr 2018
Re-ID done right: towards good practices for person re-identification Jon Almazán B. Gajic Naila Murray Diane Larlus 3DPC 30 105 0 16 Jan 2018
Deep Metric Learning with BIER: Boosting Independent Embeddings Robustly M. Opitz Georg Waltner Horst Possegger Horst Bischof FedML OOD 30 166 0 15 Jan 2018
Semantic Segmentation from Limited Training Data Anton Milan Trung T. Pham B. V. Kumar D. Morrison Adam W. Tow ... Christopher F. Lehnert G. Lin Ian Reid Peter Corke Jurgen Leitner 16 51 0 22 Sep 2017
Deep Metric Learning and Image Classification with Nearest Neighbour Gaussian Kernels Benjamin J. Meyer Ben Harwood Tom Drummond 21 8 0 27 May 2017