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 501550 of 1648 papers

TitleStatusHype
Few-Shot Object Detection with Fully Cross-TransformerCode1
Attributable Visual Similarity LearningCode1
Continuous Metric Learning For Transferable Speech Emotion Recognition and Embedding Across Low-resource Languages0
Compare learning: bi-attention network for few-shot learning0
On the Kullback-Leibler divergence between pairwise isotropic Gaussian-Markov random fields0
Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in Deep Metric Learning0
Was that so hard? Estimating human classification difficulty0
Hyperbolic Vision Transformers: Combining Improvements in Metric LearningCode2
Learning Personalized Item-to-Item Recommendation Metric via Implicit Feedback0
Non-isotropy Regularization for Proxy-based Deep Metric LearningCode1
Integrating Language Guidance into Vision-based Deep Metric LearningCode1
Semi-constraint Optimal Transport for Entity Alignment with Dangling CasesCode1
Online Deep Metric Learning via Mutual Distillation0
Cluster Head Detection for Hierarchical UAV Swarm With Graph Self-supervised Learning0
Continuous Self-Localization on Aerial Images Using Visual and Lidar Sensors0
Ad-Corre: Adaptive Correlation-Based Loss for Facial Expression Recognition in the WildCode0
STUN: Self-Teaching Uncertainty Estimation for Place RecognitionCode1
Enhancing Adversarial Robustness for Deep Metric LearningCode1
Improving Point Cloud Based Place Recognition with Ranking-based Loss and Large Batch TrainingCode1
Robust Textual Embedding against Word-level Adversarial AttacksCode0
Learning Transferable Reward for Query Object Localization with Policy AdaptationCode0
Robust Geometric Metric LearningCode0
Deep Metric Learning-Based Semi-Supervised Regression With Alternate Learning0
Delving Deep into One-Shot Skeleton-based Action Recognition with Diverse OcclusionsCode1
Fast Eye Detector Using Siamese Network for NIR Partial Face Images0
Contrastive-mixup learning for improved speaker verification0
BP-Triplet Net for Unsupervised Domain Adaptation: A Bayesian Perspective0
Auxiliary Cross-Modal Representation Learning with Triplet Loss Functions for Online Handwriting Recognition0
Do Lessons from Metric Learning Generalize to Image-Caption Retrieval?Code0
Probabilistic Embeddings RevisitedCode1
Geometric Transformer for Fast and Robust Point Cloud RegistrationCode2
Improving Molecular Representation Learning with Metric Learning-enhanced Optimal TransportCode1
Graph Neural Network with Curriculum Learning for Imbalanced Node Classification0
Active metric learning and classification using similarity queries0
MGNN: Graph Neural Networks Inspired by Distance Geometry ProblemCode0
HSADML: Hyper-Sphere Angular Deep Metric based Learning for Brain Tumor Classification0
Dissecting the impact of different loss functions with gradient surgery0
Crystal structure prediction with machine learning-based element substitutionCode1
SURDS: Self-Supervised Attention-guided Reconstruction and Dual Triplet Loss for Writer Independent Offline Signature VerificationCode1
Synthetic speech detection using meta-learning with prototypical loss0
What You See is Not What the Network Infers: Detecting Adversarial Examples Based on Semantic ContradictionCode1
Spectral, Probabilistic, and Deep Metric Learning: Tutorial and Survey0
Vision-Based UAV Self-Positioning in Low-Altitude Urban EnvironmentsCode2
Visual Representation Learning with Self-Supervised Attention for Low-Label High-data RegimeCode0
Distance-Ratio-Based Formulation for Metric LearningCode0
Adaptive neighborhood Metric learning0
Structure and Semantics Preserving Document Representations0
Learning to Generate Novel Classes for Deep Metric Learning0
Weakly-Supervised Metric Learning With Cross-Module Communications for the Classification of Anterior Chamber Angle ImagesCode0
Adaptive Hierarchical Representation Learning for Long-Tailed Object Detection0
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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