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 10511100 of 1648 papers

TitleStatusHype
M^5L: Multi-Modal Multi-Margin Metric Learning for RGBT Tracking0
Vec2Face: Unveil Human Faces from their Blackbox Features in Face Recognition0
Channel Interaction Networks for Fine-Grained Image Categorization0
Metric Learning for Ordered Labeled Trees with pq-gramsCode0
iFAN: Image-Instance Full Alignment Networks for Adaptive Object Detection0
Online Self-Supervised Learning for Object Picking: Detecting Optimum Grasping Position using a Metric Learning Approach0
Image-based OoD-Detector Principles on Graph-based Input Data in Human Action Recognition0
Why is the Mahalanobis Distance Effective for Anomaly Detection?0
Learning to Compare Relation: Semantic Alignment for Few-Shot Learning0
Action Quality Assessment using Siamese Network-Based Deep Metric Learning0
Affinity guided Geometric Semi-Supervised Metric Learning0
Supervised Categorical Metric Learning with Schatten p-Norms0
An end-to-end approach for the verification problem: learning the right distanceCode0
Deep Transform and Metric Learning Network: Wedding Deep Dictionary Learning and Neural Networks0
Multiple Metric Learning for Structured Data0
Exploiting the Matching Information in the Support Set for Few Shot Event Classification0
3D Point Cloud Enhancement using Graph-Modelled Multiview Depth Measurements0
Dual-Triplet Metric Learning for Unsupervised Domain Adaptation in Video-Based Face Recognition0
Learning Test-time Augmentation for Content-based Image Retrieval0
Relaxed N-Pairs Loss for Context-Aware Recommendations of Television Content0
Distance Metric Learning for Graph Structured DataCode0
Deep Metric Learning Network using Proxies for Chromosome Classification in Karyotyping Test0
Graph Metric Learning via Gershgorin Disc Alignment0
Deep Metric Structured Learning For Facial Expression Recognition0
Classifying All Interacting Pairs in a Single Shot0
Distance Metric Learning with Joint Representation DiversificationCode0
Ranking and Classification driven Feature Learning for Person Re_identificationCode0
A Simple and Effective Framework for Pairwise Deep Metric LearningCode0
A Probabilistic approach for Learning Embeddings without Supervision0
Associative Alignment for Few-shot Image ClassificationCode0
WCE Polyp Detection with Triplet based Embeddings0
Scalable Fine-grained Generated Image Classification Based on Deep Metric Learning0
Expert-guided Regularization via Distance Metric Learning0
Efficient feature embedding of 3D brain MRI images for content-based image retrieval with deep metric learning0
Deep Distributional Sequence Embeddings Based on a Wasserstein Loss0
R2D2: Reliable and Repeatable Detector and DescriptorCode0
Curvilinear Distance Metric LearningCode0
The Group Loss for Deep Metric LearningCode0
Unbiased Evaluation of Deep Metric Learning AlgorithmsCode0
A Discriminative Learned CNN Embedding for Remote Sensing Image Scene Classification0
Instance Cross Entropy for Deep Metric Learning0
Adaptive Nearest Neighbor: A General Framework for Distance Metric Learning0
Large Scale Open-Set Deep Logo DetectionCode0
Distribution Context Aware Loss for Person Re-identification0
Unsupervised Deep Metric Learning via Auxiliary Rotation Loss0
Semantic Granularity Metric Learning for Visual Search0
Variable Star Classification Using Multi-View Metric Learning0
Part-based Multi-stream Model for Vehicle Searching0
Ground Metric Learning on GraphsCode0
DCA: Diversified Co-Attention towards Informative Live Video Commenting0
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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