A Metric Learning Reality Check

18 March 2020

Ser-Nam Lim

Papers citing "A Metric Learning Reality Check"

50 / 294 papers shown

Title
Few-Shot Object Detection in Unseen Domains Karim Guirguis George Eskandar Matthias Kayser Bin Yang Jürgen Beyerer 34 1 0 11 Apr 2022
ECCV Caption: Correcting False Negatives by Collecting Machine-and-Human-verified Image-Caption Associations for MS-COCO Sanghyuk Chun Wonjae Kim Song Park Minsuk Chang Seong Joon Oh VLM 368 43 0 07 Apr 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 30 15 0 23 Mar 2022
Hyperbolic Vision Transformers: Combining Improvements in Metric Learning Aleksandr Ermolov L. Mirvakhabova Valentin Khrulkov N. Sebe Ivan V. Oseledets 25 100 0 21 Mar 2022
Non-isotropy Regularization for Proxy-based Deep Metric Learning Karsten Roth Oriol Vinyals Zeynep Akata 24 36 0 16 Mar 2022
Integrating Language Guidance into Vision-based Deep Metric Learning Karsten Roth Oriol Vinyals Zeynep Akata VLM 14 29 0 16 Mar 2022
Represent, Compare, and Learn: A Similarity-Aware Framework for Class-Agnostic Counting Min Shi Hao Lu Chen Feng Chengxin Liu Zhiguo Cao 24 84 0 16 Mar 2022
Improving Word Translation via Two-Stage Contrastive Learning Yaoyiran Li Fangyu Liu Nigel Collier Anna Korhonen Ivan Vulić 39 29 0 15 Mar 2022
ARTEMIS: Attention-based Retrieval with Text-Explicit Matching and Implicit Similarity Ginger Delmas Rafael Sampaio de Rezende G. Csurka Diane Larlus VLM 13 98 0 15 Mar 2022
S5CL: Unifying Fully-Supervised, Self-Supervised, and Semi-Supervised Learning Through Hierarchical Contrastive Learning Manuel Tran S. J. Wagner Melanie Boxberg T. Peng SSL 17 12 0 14 Mar 2022
Transfer of Representations to Video Label Propagation: Implementation Factors Matter Daniel McKee Zitong Zhan Bing Shuai Davide Modolo Joseph Tighe Svetlana Lazebnik SSL 18 4 0 10 Mar 2022
Online Deep Metric Learning via Mutual Distillation Gaowen Liu Wanqing Zhao Jie Zhao FedML CLL 11 1 0 10 Mar 2022
Efficient Image Representation Learning with Federated Sampled Softmax Sagar M. Waghmare Qi Huizhong Chen Mikhail Sirotenko Tomer Meron FedML 11 2 0 09 Mar 2022
ZippyPoint: Fast Interest Point Detection, Description, and Matching through Mixed Precision Discretization Menelaos Kanakis S. Maurer Matteo Spallanzani Ajad Chhatkuli Luc Van Gool 3DPC 29 13 0 07 Mar 2022
STUN: Self-Teaching Uncertainty Estimation for Place Recognition Kaiwen Cai Chris Xiaoxuan Lu Xiaowei Huang 24 11 0 03 Mar 2022
Practitioner Motives to Use Different Hyperparameter Optimization Methods Niclas Kannengießer Niklas Hasebrook Felix Morsbach Marc-André Zöller Jörg Franke Marius Lindauer Frank Hutter Ali Sunyaev 39 4 0 03 Mar 2022
Enhancing Adversarial Robustness for Deep Metric Learning Mo Zhou Vishal M. Patel AAML 27 18 0 02 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
Addressing Randomness in Evaluation Protocols for Out-of-Distribution Detection Konstantin Kirchheim Tim Gonschorek F. Ortmeier OODD 28 2 0 01 Mar 2022
Increasing Depth of Neural Networks for Life-long Learning Jkedrzej Kozal Michal Wo'zniak CLL 23 8 0 22 Feb 2022
Auxiliary Cross-Modal Representation Learning with Triplet Loss Functions for Online Handwriting Recognition Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler 56 9 0 16 Feb 2022
Do Lessons from Metric Learning Generalize to Image-Caption Retrieval? Maurits J. R. Bleeker Maarten de Rijke SSL DML 29 9 0 14 Feb 2022
Probabilistic Embeddings Revisited I. Karpukhin Stanislav Dereka Sergey Kolesnikov UQCV AAML 14 10 0 14 Feb 2022
Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings Malte Ostendorff Nils Rethmeier Isabelle Augenstein Bela Gipp Georg Rehm 19 73 0 14 Feb 2022
Graph Neural Network for Cell Tracking in Microscopy Videos Tal Ben-Haim Tammy Riklin-Raviv 24 28 0 09 Feb 2022
Dissecting the impact of different loss functions with gradient surgery Hong Xuan Robert Pless 20 1 0 27 Jan 2022
Crystal structure prediction with machine learning-based element substitution Minoru Kusaba Chang Liu Ryo Yoshida 14 46 0 26 Jan 2022
Visual Representation Learning with Self-Supervised Attention for Low-Label High-data Regime Prarthana Bhattacharyya Chenge Li Xiaonan Zhao István Fehérvári Jason Sun ViT 34 2 0 22 Jan 2022
Distance-Ratio-Based Formulation for Metric Learning Hyeongji Kim P. Parviainen K. Malde 11 1 0 21 Jan 2022
Eye Know You Too: A DenseNet Architecture for End-to-end Eye Movement Biometrics D. Lohr Oleg V. Komogortsev 25 4 0 05 Jan 2022
Multi-Head Deep Metric Learning Using Global and Local Representations M. K. Ebrahimpour Gang Qian Allison Beach 24 8 0 28 Dec 2021
Simple and Effective Balance of Contrastive Losses Arnaud Sors Rafael Sampaio de Rezende Sarah Ibrahimi J. Andreoli SSL 22 1 0 22 Dec 2021
RC-Net: A Convolutional Neural Network for Retinal Vessel Segmentation T. M. Khan A. Robles-Kelly Syed S. Naqvi 24 23 0 21 Dec 2021
Learning with Label Noise for Image Retrieval by Selecting Interactions Sarah Ibrahimi Arnaud Sors Rafael Sampaio de Rezende S. Clinchant NoLa VLM 24 16 0 20 Dec 2021
DeepFace-EMD: Re-ranking Using Patch-wise Earth Mover's Distance Improves Out-Of-Distribution Face Identification Hai T. Phan Anh Totti Nguyen CVBM 34 24 0 07 Dec 2021
Fine-Grained Image Analysis with Deep Learning: A Survey Xiu-Shen Wei Yi-Zhe Song Oisin Mac Aodha Jianxin Wu Yuxin Peng Jinhui Tang Jian Yang Serge Belongie 74 279 0 11 Nov 2021
Simultaneous Perturbation Method for Multi-Task Weight Optimization in One-Shot Meta-Learning Andrei Boiarov K. Khabarlak Igor Yastrebov 44 0 0 25 Oct 2021
EgoNN: Egocentric Neural Network for Point Cloud Based 6DoF Relocalization at the City Scale Sina Gholamian Monika Wysoczanska Tomasz Trzciñski 3DPC 30 37 0 24 Oct 2021
ABO: Dataset and Benchmarks for Real-World 3D Object Understanding Jasmine Collins Shubham Goel Kenan Deng Achleshwar Luthra Leon L. Xu ... T. F. Y. Vicente T. Dideriksen H. Arora M. Guillaumin Jitendra Malik 154 217 0 12 Oct 2021
Multi Proxy Anchor Family Loss for Several Types of Gradients Shozo Saeki Minoru Kawahara Hirohisa Aman 22 2 0 08 Oct 2021
Is An Image Worth Five Sentences? A New Look into Semantics for Image-Text Matching Ali Furkan Biten Andrés Mafla Lluís Gómez Dimosthenis Karatzas 179 17 0 06 Oct 2021
Incremental Class Learning using Variational Autoencoders with Similarity Learning Jiahao Huo Terence L van Zyl CLL 19 1 0 04 Oct 2021
Robust and Decomposable Average Precision for Image Retrieval Elias Ramzi Nicolas Thome Clément Rambour Nicolas Audebert Xavier Bitot 37 27 0 01 Oct 2021
A Framework for Cluster and Classifier Evaluation in the Absence of Reference Labels R. Joyce Edward Raff Charles K. Nicholas 43 16 0 23 Sep 2021
ConvFiT: Conversational Fine-Tuning of Pretrained Language Models Ivan Vulić Pei-hao Su Sam Coope D. Gerz Paweł Budzianowski I. Casanueva Nikola Mrkvsić Tsung-Hsien Wen 27 36 0 21 Sep 2021
SphereFace Revived: Unifying Hyperspherical Face Recognition Weiyang Liu Yandong Wen Bhiksha Raj Rita Singh Adrian Weller 3DH CVBM 39 39 0 12 Sep 2021
A Decidability-Based Loss Function Pedro H. L. Silva Gladston J. P. Moreira Vander L. S. Freitas Rodrigo Silva David Menotti Eduardo José da S. Luz CVBM 22 0 0 12 Sep 2021
Improving Deep Metric Learning by Divide and Conquer A. Sanakoyeu Pingchuan Ma Vadim Tschernezki Bjorn Ommer 32 14 0 09 Sep 2021
Learning with Holographic Reduced Representations Ashwinkumar Ganesan Hang Gao S. Gandhi Edward Raff Tim Oates James Holt Mark McLean 13 23 0 05 Sep 2021
Reducing Label Effort: Self-Supervised meets Active Learning Javad Zolfaghari Bengar Joost van de Weijer Bartlomiej Twardowski Bogdan Raducanu VLM 24 60 0 25 Aug 2021