mlsanityData to 7 Oct 2026

PyTorch Metric Learning

arXiv 2008.09164 ↗First posted 20 Aug 2020cs.CV cs.LGcited by 57

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Abstract (arXiv)

Deep metric learning algorithms have a wide variety of applications, but implementing these algorithms can be tedious and time consuming. PyTorch Metric Learning is an open source library that aims to remove this barrier for both researchers and practitioners. The modular and flexible design allows users to easily try out different combinations of algorithms in their existing code. It also comes with complete train/test workflows, for users who want results fast. Code and documentation is available at https://www.github.com/KevinMusgrave/pytorch-metric-learning.

Key facts. Cited by 57 papers in the map (data through 7 Oct 2026). First posted on arXiv 20 Aug 2020.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 14; 2022: 16; 2023: 11; 2024: 9; 2025: 2; 2026: 5.

57 papers.

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  1. 2021ABO: Dataset and Benchmarks for Real-World 3D Object Understandingcited by 360
  2. 2022GSV-Cities: Toward Appropriate Supervised Visual Place Recognitioncited by 92
  3. 2021Understanding and Mitigating Annotation Bias in Facial Expression Recognitioncited by 50
  4. 2021Noise-resistant Deep Metric Learning with Ranking-based Instance Selectioncited by 23
  5. 2022Cross-Domain Video Anomaly Detection without Target Domain Adaptationcited by 20
  6. 2022Graph Neural Network for Cell Tracking in Microscopy Videoscited by 19
  7. 2022Bispectral Neural Networkscited by 17
  8. 2024Pair-VPR: Place-Aware Pre-training and Contrastive Pair Classification for Visual Place Recognition with Vision Transformerscited by 15
  9. 2023Triple-stream Deep Metric Learning of Great Ape Behavioural Actionscited by 14
  10. 2021Contrastive Fine-tuning Improves Robustness for Neural Rankerscited by 12
  11. 2022Match Cutting: Finding Cuts with Smooth Visual Transitionscited by 12
  12. 2021Eye Know You: Metric Learning for End-to-end Biometric Authentication Using Eye Movements from a Longitudinal Datasetcited by 11
38 more
  1. 2023Efficient OCR for Building a Diverse Digital Historycited by 10
  2. 2024Tails Tell Tales: Chapter-Wide Manga Transcriptions with Character Namescited by 10
  3. 2022Spectral, Probabilistic, and Deep Metric Learning: Tutorial and Surveycited by 9
  4. 2022Hierarchical Average Precision Training for Pertinent Image Retrievalcited by 8
  5. 2023Identity-Aware Semi-Supervised Learning for Comic Character Re-Identificationcited by 8
  6. 2022Speech Sequence Embeddings using Nearest Neighbors Contrastive Learningcited by 7
  7. 2023Reveal the Unknown: Out-of-Knowledge-Base Mention Discovery with Entity Linkingcited by 7
  8. 2023Automatic MILP Solver Configuration By Learning Problem Similaritiescited by 5
  9. 2022Eye Know You Too: A DenseNet Architecture for End-to-end Eye Movement Biometricscited by 3
  10. 2022Was that so hard? Estimating human classification difficultycited by 3
  11. 2022DialAug: Mixing up Dialogue Contexts in Contrastive Learning for Robust Conversational Modelingcited by 3
  12. 2022AdaTriplet: Adaptive Gradient Triplet Loss with Automatic Margin Learning for Forensic Medical Image Matchingcited by 3
  13. 2022Guided Deep Metric Learningcited by 3
  14. 2023Deductive Additivity for Planning of Natural Language Proofscited by 3
  15. 2024Earth System Data Cubes: Avenues for advancing Earth system researchcited by 3
  16. 2024On dataset transferability in medical image classificationcited by 3
  17. 2025YOLO11-JDE: Fast and Accurate Multi-Object Tracking with Self-Supervised Re-IDcited by 3
  18. 2021Rethinking Interactive Image Segmentation: Feature Space Annotationcited by 2
  19. 2022Category-Level Pose Retrieval with Contrastive Features Learnt with Occlusion Augmentationcited by 2
  20. 2023Versatile User Identification in Extended Reality using Pretrained Similarity-Learningcited by 2
  21. 2023Quantifying Character Similarity with Vision Transformerscited by 2
  22. 2023A metric learning approach for endoscopic kidney stone identificationcited by 2
  23. 2024Temporal Persistence and Intercorrelation of Embeddings Learned by an End-to-End Deep Learning Eye Movement-driven Biometrics Pipelinecited by 2
  24. 2021Incremental Class Learning using Variational Autoencoders with Similarity Learningcited by 1
  25. 2022Matching Text and Audio Embeddings: Exploring Transfer-learning Strategies for Language-based Audio Retrievalcited by 1
  26. 2024Hierarchical place recognition with omnidirectional images and curriculum learning-based loss functionscited by 1
  27. 2026Cross-Domain Generalization in Optical Networks via Joint Contrastive and Classification Learningcited by 1
  28. 2021Pretraining Neural Architecture Search Controllers with Locality-based Self-Supervised Learningcited by 0
  29. 2021MixDefense: A Defense-in-Depth Framework for Adversarial Example Detection Based on Statistical and Semantic Analysiscited by 0
  30. 2021VeriMedi: Pill Identification using Proxy-based Deep Metric Learning and Exact Solutioncited by 0
  31. 2021Video Surveillance for Road Traffic Monitoringcited by 0
  32. 2021Noise-Resistant Deep Metric Learning with Probabilistic Instance Filteringcited by 0
  33. 2021Multi-granularity for knowledge distillationcited by 0
  34. 2021Deep metric learning improves lab of origin prediction of genetically engineered plasmidscited by 0
  35. 2022Massively Multilingual Lexical Specialization of Multilingual Transformerscited by 0
  36. 2023Ensemble Transfer Learning for Multilingual Coreference Resolutioncited by 0
  37. 2023Contrastive Learning for API Aspect Analysiscited by 0
  38. 2024Enhancing Understanding Through Wildlife Re-Identificationcited by 0

50 most cited of 57 All 57 (JSON)