SOTAVerified

Metric Learning

The goal of Metric Learning is to learn a representation function that maps objects into an embedded space. The distance in the embedded space should preserve the objects’ similarity — similar objects get close and dissimilar objects get far away. Various loss functions have been developed for Metric Learning. For example, the contrastive loss guides the objects from the same class to be mapped to the same point and those from different classes to be mapped to different points whose distances are larger than a margin. Triplet loss is also popular, which requires the distance between the anchor sample and the positive sample to be smaller than the distance between the anchor sample and the negative sample.

Source: Road Network Metric Learning for Estimated Time of Arrival

Papers

Showing 9511000 of 1648 papers

TitleStatusHype
Moving in the Right Direction: A Regularization for Deep Metric LearningCode0
End-to-End Illuminant Estimation Based on Deep Metric Learning0
Towards Transferable Targeted AttackCode1
Fast(er) Reconstruction of Shredded Text Documents via Self-Supervised Deep Asymmetric Metric LearningCode0
Shoestring: Graph-Based Semi-Supervised Classification With Severely Limited Labeled Data0
Deep Metric Learning via Adaptive Learnable Assessment0
Multi-view Deep Features for Robust Facial Kinship Verification0
Motion2Vec: Semi-Supervised Representation Learning from Surgical Videos0
Challenge report: Recognizing Families In the Wild Data Challenge0
ePillID Dataset: A Low-Shot Fine-Grained Benchmark for Pill IdentificationCode1
Unifying Few- and Zero-Shot Egocentric Action Recognition0
Few-Shot Open-Set Recognition using Meta-LearningCode1
A Framework for Behavioral Biometric Authentication using Deep Metric Learning on Mobile Devices0
An Effective Pipeline for a Real-world Clothes Retrieval System0
Personalized Fashion Recommendation from Personal Social Media Data: An Item-to-Set Metric Learning Approach0
Revisiting Street-to-Aerial View Image Geo-localization and Orientation Estimation0
SentPWNet: A Unified Sentence Pair Weighting Network for Task-specific Sentence Embedding0
Learning to Recommend Signal Plans under Incidents with Real-Time Traffic Prediction0
A Metric Learning Approach to Anomaly Detection in Video GamesCode0
Batch Decorrelation for Active Metric LearningCode0
A Riemannian Primal-dual Algorithm Based on Proximal Operator and its Application in Metric Learning0
Metric Learning for Keyword Spotting0
MetricUNet: Synergistic Image- and Voxel-Level Learning for Precise CT Prostate Segmentation via Online Sampling0
SIMILARITY LEARNING FOR COVER SONG IDENTIFICATION USING CROSS-SIMILARITY MATRICES OF MULTI-LEVEL DEEP SEQUENCES0
Unsupervised Anomaly Detection via Deep Metric Learning with End-to-End OptimizationCode1
Supervision and Source Domain Impact on Representation Learning: A Histopathology Case StudyCode0
Memory-Augmented Relation Network for Few-Shot Learning0
Project and Forget: Solving Large-Scale Metric Constrained ProblemsCode0
One-Shot Object Detection without Fine-TuningCode1
Deep Divergence Learning0
One-Shot Image Classification by Learning to Restore Prototypes0
Cross-View Image Retrieval -- Ground to Aerial Image Retrieval through Deep Learning0
DIABLO: Dictionary-based Attention Block for Deep Metric Learning0
Detecting Deep-Fake Videos from Appearance and Behavior0
Metric learning by Similarity Network for Deep Semi-Supervised Learning0
DiVA: Diverse Visual Feature Aggregation for Deep Metric LearningCode1
Maximum Density Divergence for Domain AdaptationCode1
Dynamic Sampling for Deep Metric Learning0
SL-DML: Signal Level Deep Metric Learning for Multimodal One-Shot Action RecognitionCode1
Metric-Learning-Assisted Domain Adaptation0
Federated Stochastic Gradient Langevin DynamicsCode0
Continual Learning of Object InstancesCode1
TrueBranch: Metric Learning-based Verification of Forest Conservation Projects0
Triplet Loss for Knowledge DistillationCode1
Knowledge Elicitation using Deep Metric Learning and Psychometric Testing0
Sharing Matters for Generalization in Deep Metric Learning0
ASL Recognition with Metric-Learning based Lightweight Network0
Fisher Discriminant Triplet and Contrastive Losses for Training Siamese NetworksCode0
Knowledge Guided Metric Learning for Few-Shot Text Classification0
Deformation-Aware 3D Model Embedding and RetrievalCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@198.2Unverified
2Hyp-DINO 8x8R@192.8Unverified
3ResNet-50 + AVSLR@191.5Unverified
4NEDR@191.5Unverified
5ResNet-50 + Intra-Batch (ensemble of 5)R@191.5Unverified
6EfficientDML-VPTSP-G/512R@191.2Unverified
7CCL (ResNet-50)R@191.02Unverified
8ResNet50 + LanguageR@190.2Unverified
9ResNet-50 + MetrixR@189.6Unverified
10ResNet50 + S2SDR@189.5Unverified
#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@191.2Unverified
2STIRR@188.3Unverified
3Recall@k Surrogate Loss (ViT-B/16)R@188Unverified
4ViT-TripletR@186.5Unverified
5ROADMAP (DeiT-S)R@186Unverified
6Hyp-ViTR@185.9Unverified
7Hyp-DINOR@185.1Unverified
8Recall@k Surrogate Loss (ViT-B/32)R@185.1Unverified
9CCL (ResNet-50)R@183.1Unverified
10ROADMAP (ResNet-50)R@183.1Unverified
#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@190.1Unverified
2EfficientDML-VPTSP-G/512R@188.5Unverified
3Hyp-ViTR@185.6Unverified
4Hyp-DINOR@180.9Unverified
5NEDR@174.9Unverified
6CCL (ResNet-50)R@173.45Unverified
7ResNet-50 + AVSLR@171.9Unverified
8ResNet-50 + Intra-Batch ConnectionsR@171.8Unverified
9ResNet50 + LanguageR@171.4Unverified
10ResNet-50 + MetrixR@171.4Unverified
#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@196.7Unverified
2STIRR@195Unverified
3MGAR@194.3Unverified
4Hyp-ViTR@192.5Unverified
5Hyp-DINOR@192.4Unverified
6CCL (ResNet-50)R@192.31Unverified
7Gradient SurgeryR@192.21Unverified
8ResNet-50 + MetrixR@192.2Unverified
9EfficientDML-VPTSP-G/512R@192.1Unverified
10ViT-TripletR@192.1Unverified
#ModelMetricClaimedVerifiedStatus
1HAPPIERAverage-mAP43.8Unverified
2CSLAverage-mAP31Unverified
#ModelMetricClaimedVerifiedStatus
1HAPPIERAverage-mAP38Unverified
2CSLAverage-mAP28.7Unverified
#ModelMetricClaimedVerifiedStatus
1HAPPIERAverage-mAP37Unverified
2CSLAverage-mAP12.1Unverified