A Metric Learning Reality Check

18 March 2020

Ser-Nam Lim

Papers citing "A Metric Learning Reality Check"

50 / 294 papers shown

Title
InDiReCT: Language-Guided Zero-Shot Deep Metric Learning for Images Konstantin Kobs M. Steininger Andreas Hotho VLM 11 3 0 23 Nov 2022
Learning to Generate Image Embeddings with User-level Differential Privacy Zheng Xu Maxwell D. Collins Yuxiao Wang Liviu Panait Sewoong Oh S. Augenstein Ting Liu Florian Schroff H. B. McMahan FedML 30 29 0 20 Nov 2022
Denoising Multi-Similarity Formulation: A Self-paced Curriculum-Driven Approach for Robust Metric Learning Chenkang Zhang Lei Luo Bin Gu 30 4 0 19 Nov 2022
Informative Sample-Aware Proxy for Deep Metric Learning Aoyu Li Ikuro Sato Kohta Ishikawa Rei Kawakami Rio Yokota 11 1 0 18 Nov 2022
OpenGait: Revisiting Gait Recognition Toward Better Practicality Chao Fan Junhao Liang Chuanfu Shen Saihui Hou Yongzhen Huang Shiqi Yu CVBM 16 125 0 12 Nov 2022
An Empirical Study on Clustering Pretrained Embeddings: Is Deep Strictly Better? Tyler R. Scott Ting Liu Michael C. Mozer Andrew C. Gallagher CVBM FedML 24 1 0 09 Nov 2022
$BT^2$ : Backward-compatible Training with Basis Transformation Yi Zhou Zilu Li Abhinav Shrivastava Hengshuang Zhao Antonio Torralba Taipeng Tian Ser-Nam Lim 13 3 0 08 Nov 2022
Monocular Dynamic View Synthesis: A Reality Check Han Gao Ruilong Li Shubham Tulsiani Bryan C. Russell Angjoo Kanazawa 20 111 0 24 Oct 2022
Transformers For Recognition In Overhead Imagery: A Reality Check Francesco Luzi Aneesh Gupta L. Collins Kyle Bradbury Jordan M. Malof ViT 24 4 0 23 Oct 2022
OPERA: Omni-Supervised Representation Learning with Hierarchical Supervisions Cheng-Hao Wang Wenzhao Zheng Zhengbiao Zhu Jie Zhou Jiwen Lu SSL AI4TS 45 4 0 11 Oct 2022
Contrastive Bayesian Analysis for Deep Metric Learning Shichao Kan Zhiquan He Yigang Cen Yang Li Mladenovic Vladimir Z. He 27 19 0 10 Oct 2022
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
Granularity-aware Adaptation for Image Retrieval over Multiple Tasks Jon Almazán ByungSoo Ko Geonmo Gu Diane Larlus Yannis Kalantidis ObjD VLM 28 7 0 05 Oct 2022
Supervised Metric Learning to Rank for Retrieval via Contextual Similarity Optimization Christopher Liao Theodoros Tsiligkaridis Brian Kulis SSL 30 3 0 04 Oct 2022
On Background Bias in Deep Metric Learning Konstantin Kobs Andreas Hotho 14 1 0 04 Oct 2022
Uncertainty Estimation for 3D Dense Prediction via Cross-Point Embeddings Kaiwen Cai Chris Xiaoxuan Lu Xiaowei Huang 3DPC 29 2 0 29 Sep 2022
Deep Metric Learning with Chance Constraints Y. Z. Gürbüz Ogul Can Aydin Alatan 19 2 0 19 Sep 2022
Part-aware Prototypical Graph Network for One-shot Skeleton-based Action Recognition Tailin Chen Desen Zhou Jian Wang Shidong Wang Qian He Chuanyan Hu Errui Ding Yuanyuan Guan Xuming He 27 14 0 19 Aug 2022
How does the degree of novelty impacts semi-supervised representation learning for novel class retrieval? Q. Leroy Olivier Buisson Alexis Joly SSL 19 0 0 17 Aug 2022
DAS: Densely-Anchored Sampling for Deep Metric Learning Lizhao Liu Shan Huang Zhuangwei Zhuang Ran Yang Mingkui Tan Yaowei Wang 14 7 0 30 Jul 2022
Paired Cross-Modal Data Augmentation for Fine-Grained Image-to-Text Retrieval Hao Wang Guosheng Lin S. Hoi Chun Miao 21 15 0 29 Jul 2022
Visual Knowledge Tracing Neehar Kondapaneni Pietro Perona Oisin Mac Aodha 12 0 0 20 Jul 2022
The Caltech Fish Counting Dataset: A Benchmark for Multiple-Object Tracking and Counting Justin Kay Peter Kulits Suzanne Stathatos Siqi Deng Erik Young Sara Beery Grant Van Horn Pietro Perona 19 26 0 19 Jul 2022
Demystifying Unsupervised Semantic Correspondence Estimation Mehmet Aygun Oisin Mac Aodha 24 9 0 11 Jul 2022
A Non-isotropic Probabilistic Take on Proxy-based Deep Metric Learning Michael Kirchhof Karsten Roth Zeynep Akata Enkelejda Kasneci 11 12 0 08 Jul 2022
Learning Towards the Largest Margins Xiong Zhou Xianming Liu Deming Zhai Junjun Jiang Xin Gao Xiangyang Ji 22 12 0 23 Jun 2022
RetrievalGuard: Provably Robust 1-Nearest Neighbor Image Retrieval Yihan Wu Hongyang R. Zhang Heng Huang 3DV 24 17 0 17 Jun 2022
Evaluation of Contrastive Learning with Various Code Representations for Code Clone Detection Maksim Zubkov Egor Spirin Egor Bogomolov T. Bryksin 30 4 0 17 Jun 2022
Neural Bregman Divergences for Distance Learning Fred Lu Edward Raff Francis Ferraro 12 3 0 09 Jun 2022
Improving Evaluation of Debiasing in Image Classification Jungsoo Lee Juyoung Lee Sanghun Jung Jaegul Choo 19 0 0 08 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
Continual Learning for Visual Search with Backward Consistent Feature Embedding Timmy S. T. Wan Jun-Cheng Chen Tzer-Yi Wu Chu-Song Chen CLL VLM 29 18 0 26 May 2022
Deep Image Retrieval is not Robust to Label Noise Stanislav Dereka I. Karpukhin Sergey Kolesnikov NoLa VLM 11 2 0 23 May 2022
Deep transfer learning for image classification: a survey J. Plested Tom Gedeon OOD 24 36 0 20 May 2022
SoK: The Impact of Unlabelled Data in Cyberthreat Detection Giovanni Apruzzese P. Laskov A.T. Tastemirova 25 28 0 18 May 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 41 342 0 13 May 2022
RepSR: Training Efficient VGG-style Super-Resolution Networks with Structural Re-Parameterization and Batch Normalization Xintao Wang Chao Dong Ying Shan 22 48 0 11 May 2022
CV4Code: Sourcecode Understanding via Visual Code Representations Ruibo Shi Lili Tao Rohan Saphal Fran Silavong Sean J. Moran 23 0 0 11 May 2022
Should attention be all we need? The epistemic and ethical implications of unification in machine learning N. Fishman Leif Hancox-Li 25 10 0 09 May 2022
Introspective Deep Metric Learning for Image Retrieval Wenzhao Zheng Cheng-Hao Wang Jie Zhou Jiwen Lu VLM 17 0 0 09 May 2022
Do Different Deep Metric Learning Losses Lead to Similar Learned Features? Konstantin Kobs M. Steininger Andrzej Dulny Andreas Hotho 14 7 0 05 May 2022
AdaTriplet: Adaptive Gradient Triplet Loss with Automatic Margin Learning for Forensic Medical Image Matching Khanh T. K. Nguyen Huy Hoang Nguyen A. Tiulpin MedIm 8 7 0 05 May 2022
Probing Cross-Lingual Lexical Knowledge from Multilingual Sentence Encoders Ivan Vulić Goran Glavavs Fangyu Liu Nigel Collier E. Ponti Anna Korhonen 17 8 0 30 Apr 2022
Use All The Labels: A Hierarchical Multi-Label Contrastive Learning Framework Shu Zhen Zhang Ran Xu Caiming Xiong Chetan Ramaiah SSL 15 68 0 27 Apr 2022
On Leveraging Variational Graph Embeddings for Open World Compositional Zero-Shot Learning Muhammad Umer Anwaar Zhihui Pan M. Kleinsteuber OCL BDL CoGe 11 10 0 23 Apr 2022
A Revealing Large-Scale Evaluation of Unsupervised Anomaly Detection Algorithms Maxime Alvarez Jean-Charles Verdier D'Jeff K. Nkashama Marc Frappier Pierre Martin Tardif F. Kabanza 18 17 0 21 Apr 2022
Uncertainty-based Cross-Modal Retrieval with Probabilistic Representations Leila Pishdad Ran Zhang Konstantinos G. Derpanis Allan D. Jepson Afsaneh Fazly 19 2 0 20 Apr 2022
On The Cross-Modal Transfer from Natural Language to Code through Adapter Modules Divyam Goel Raman Grover Fatemeh H. Fard 20 18 0 19 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 19 4 0 18 Apr 2022
Probabilistic Compositional Embeddings for Multimodal Image Retrieval Andrei Neculai Yanbei Chen Zeynep Akata CoGe 22 31 0 12 Apr 2022