Revisiting Training Strategies and Generalization Performance in Deep Metric Learning

19 February 2020

Papers citing "Revisiting Training Strategies and Generalization Performance in Deep Metric Learning"

30 / 30 papers shown

Title
On the Generalization of Representation Uncertainty in Earth Observation Spyros Kondylatos N. Bountos Dimitrios Michail Xiao Xiang Zhu Gustau Camps-Valls Ioannis Papoutsis 74 1 0 10 Mar 2025
Potential Field Based Deep Metric Learning Shubhang Bhatnagar Narendra Ahuja 51 1 0 28 May 2024
Challenging Gradient Boosted Decision Trees with Tabular Transformers for Fraud Detection at Booking.com Sergei Krutikov Bulat Khaertdinov Rodion Kiriukhin Shubham Agrawal Kees Jan de Vries LMTD 48 0 0 22 May 2024
Towards Improved Proxy-based Deep Metric Learning via Data-Augmented Domain Adaptation Li Ren Chen Chen Liqiang Wang Kien Hua 39 7 0 01 Jan 2024
Collapse-Aware Triplet Decoupling for Adversarially Robust Image Retrieval Qiwei Tian Chenhao Lin Zhengyu Zhao Qian Li Chao Shen 26 2 0 12 Dec 2023
Generalizable Embeddings with Cross-batch Metric Learning Y. Z. Gürbüz Aydin Alatan FedML 38 2 0 14 Jul 2023
Metric Learning Improves the Ability of Combinatorial Coverage Metrics to Anticipate Classification Error Tyler Cody Laura J. Freeman OODD 9 2 0 28 Feb 2023
SimCon Loss with Multiple Views for Text Supervised Semantic Segmentation Yash J. Patel Yusheng Xie Yi Zhu Srikar Appalaraju R. Manmatha 35 4 0 07 Feb 2023
Coded Residual Transform for Generalizable Deep Metric Learning Shichao Kan Yixiong Liang Min Li Yigang Cen Jianxin Wang Z. He 34 3 0 09 Oct 2022
Feature Decoupling in Self-supervised Representation Learning for Open Set Recognition Jingyun Jia P. Chan BDL 19 2 0 28 Sep 2022
Deep Metric Learning with Chance Constraints Y. Z. Gürbüz Ogul Can Aydin Alatan 21 2 0 19 Sep 2022
Sampling Through the Lens of Sequential Decision Making J. Dou Alvin Pan Runxue Bao Haiyi Mao Lei Luo Zhi-Hong Mao 26 19 0 17 Aug 2022
Improving Generalization of Metric Learning via Listwise Self-distillation Zelong Zeng Fan Yang Zhilin Wang Shiníchi Satoh FedML 35 1 0 17 Jun 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
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
Improving Point Cloud Based Place Recognition with Ranking-based Loss and Large Batch Training J. Komorowski 3DPC 27 62 0 02 Mar 2022
Cross Modal Retrieval with Querybank Normalisation Simion-Vlad Bogolin Ioana Croitoru Hailin Jin Yang Liu Samuel Albanie 27 84 0 23 Dec 2021
Construct Informative Triplet with Two-stage Hard-sample Generation Chuang Zhu Zheng Hu Huihui Dong Gang He Zekuan Yu Shangshang Zhang 28 3 0 04 Dec 2021
Improving Deep Metric Learning by Divide and Conquer A. Sanakoyeu Pingchuan Ma Vadim Tschernezki Bjorn Ommer 24 14 0 09 Sep 2021
Recall@k Surrogate Loss with Large Batches and Similarity Mixup Yash J. Patel Giorgos Tolias Jirí Matas VLM 36 54 0 25 Aug 2021
Proxy Synthesis: Learning with Synthetic Classes for Deep Metric Learning Geonmo Gu ByungSoo Ko Han-Gyu Kim 19 36 0 29 Mar 2021
Instance-level Image Retrieval using Reranking Transformers Fuwen Tan Jiangbo Yuan Vicente Ordonez ViT 26 89 0 22 Mar 2021
Axiomatic Explanations for Visual Search, Retrieval, and Similarity Learning Mark Hamilton Scott M. Lundberg Lei Zhang Stephanie Fu William T. Freeman FAtt 30 10 0 28 Feb 2021
Skeleton-DML: Deep Metric Learning for Skeleton-Based One-Shot Action Recognition Raphael Memmesheimer Simon Häring Nick Theisen Dietrich Paulus 27 36 0 26 Dec 2020
Towards Improved and Interpretable Deep Metric Learning via Attentive Grouping Xinyi Xu Zhangyang Wang Cheng Deng Hao Yuan Shuiwang Ji FedML 25 14 0 17 Nov 2020
MinkLoc3D: Point Cloud Based Large-Scale Place Recognition J. Komorowski 3DPC 30 186 0 09 Nov 2020
A Metric Learning Reality Check Kevin Musgrave Serge J. Belongie Ser-Nam Lim 36 475 0 18 Mar 2020
Rethinking Zero-shot Video Classification: End-to-end Training for Realistic Applications Biagio Brattoli Joseph Tighe Fedor Zhdanov Pietro Perona Krzysztof Chalupka VLM 137 127 0 03 Mar 2020
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 281 2,889 0 15 Sep 2016