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 12011250 of 1648 papers

TitleStatusHype
Robust Mahalanobis Metric Learning via Geometric Approximation Algorithms0
Variational Prototype Replays for Continual LearningCode0
Hierarchical Annotation of Images with Two-Alternative-Forced-Choice Metric Learning0
Neural Metric Learning for Fast End-to-End Relation Extraction0
Prototypical Bregman Networks0
Addressing the Loss-Metric Mismatch with Adaptive Loss Alignment0
Embeddings and Representation Learning for Structured Data0
A novel statistical metric learning for hyperspectral image classification0
Self-Supervised Visual Place Recognition Learning in Mobile Robots0
A Distributed Approach towards Discriminative Distance Metric Learning0
Few-Shot Learning with Embedded Class Models and Shot-Free Meta Training0
Supervized Segmentation with Graph-Structured Deep Metric LearningCode0
Improved Hard Example Mining by Discovering Attribute-based Hard Person Identity0
Unsupervised Domain Adaptation for Distance Metric Learning0
Modeling Uncertainty with Hedged Instance Embeddings0
Robust Metric Learning based on the Rescaled Hinge LossCode0
Stability and Optimization Error of Stochastic Gradient Descent for Pairwise Learning0
Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting0
Deep Metric Learning Beyond Binary SupervisionCode0
Metric Learning for Image RegistrationCode0
A Theoretically Sound Upper Bound on the Triplet Loss for Improving the Efficiency of Deep Distance Metric Learning0
Variational Prototyping-Encoder: One-Shot Learning with Prototypical ImagesCode0
Deep Anomaly Detection for Generalized Face Anti-SpoofingCode0
STC Speaker Recognition Systems for the VOiCES From a Distance Challenge0
Person Re-identification with Metric Learning using Privileged Information0
Relational Knowledge DistillationCode0
Holistic and Comprehensive Annotation of Clinically Significant Findings on Diverse CT Images: Learning from Radiology Reports and Label OntologyCode0
Heterogeneous Multi-task Metric Learning across Multiple Domains0
Decomposition-Based Transfer Distance Metric Learning for Image Classification0
On Learning Density Aware Embeddings0
Improved Embeddings with Easy Positive Triplet MiningCode0
Transferring Knowledge Fragments for Learning Distance Metric from A Heterogeneous Domain0
Learning Metrics from Teachers: Compact Networks for Image EmbeddingCode0
A Hybrid Approach with Optimization and Metric-based Meta-Learner for Few-Shot Learning0
Signal-to-Noise Ratio: A Robust Distance Metric for Deep Metric Learning0
Correlation Congruence for Knowledge DistillationCode0
DeepPoint3D: Learning Discriminative Local Descriptors using Deep Metric Learning on 3D Point Clouds0
Multiscale CNN based Deep Metric Learning for Bioacoustic Classification: Overcoming Training Data Scarcity Using Dynamic Triplet Loss0
Learning with Batch-wise Optimal Transport Loss for 3D Shape Recognition0
Non-rigid 3D shape retrieval based on multi-view metric learning0
Self-Weighted Multiview Metric Learning by Maximizing the Cross Correlations0
Hardness-Aware Deep Metric LearningCode0
Ranked List Loss for Deep Metric LearningCode0
Hyperspectral Image Classification with Deep Metric Learning and Conditional Random Field0
A Sketch Based 3D Shape Retrieval Approach Based on Efficient Deep Point-to-Subspace Metric Learning0
The Importance of Metric Learning for Robotic Vision: Open Set Recognition and Active Learning0
Ordinal Distance Metric Learning with MDS for Image Ranking0
Reduced-Rank Local Distance Metric Learning for k-NN Classification0
Label-Removed Generative Adversarial Networks Incorporating with K-Means0
Enhancing Remote Sensing Image Retrieval with Triplet Deep Metric Learning Network0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Unicom+ViT-L@336pxR@198.2Unverified
2Hyp-DINO 8x8R@192.8Unverified
3NEDR@191.5Unverified
4ResNet-50 + Intra-Batch (ensemble of 5)R@191.5Unverified
5ResNet-50 + AVSLR@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