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 801850 of 1648 papers

TitleStatusHype
A Retrofitting Model for Incorporating Semantic Relations into Word Embeddings0
Sharper Generalization Bounds for Pairwise Learning0
Generalization Bound of Gradient Descent for Non-Convex Metric LearningCode0
Multi-scale Adaptive Task Attention Network for Few-Shot Learning0
Deep Metric Learning-based Image Retrieval System for Chest Radiograph and its Clinical Applications in COVID-190
Better Knowledge Retention through Metric Learning0
SOE-Net: A Self-Attention and Orientation Encoding Network for Point Cloud based Place RecognitionCode1
A Self-Penalizing Objective Function for Scalable Interaction Detection0
SLADE: A Self-Training Framework For Distance Metric Learning0
Hybrid Consistency Training with Prototype Adaptation for Few-Shot Learning0
Towards Improved and Interpretable Deep Metric Learning via Attentive GroupingCode0
Improving Calibration in Deep Metric Learning With Cross-Example Softmax0
A New Similarity Space Tailored for Supervised Deep Metric LearningCode0
Masked Proxy Loss For Text-Independent Speaker VerificationCode0
MinkLoc3D: Point Cloud Based Large-Scale Place RecognitionCode1
A Broad Dataset is All You Need for One-Shot Object Detection0
MLAS: Metric Learning on Attributed Sequences0
Deep Metric Learning with Spherical Embedding0
Few-Shot Font Generation with Deep Metric Learning0
Set Augmented Triplet Loss for Video Person Re-Identification0
Do not trust the neighbors! Adversarial Metric Learning for Self-Supervised Scene Flow Estimation0
Adversarial Self-Supervised Scene Flow EstimationCode1
Language and Obfuscation Oblivious Source Code Authorship Attribution0
Multimodal Metric Learning for Tag-based Music RetrievalCode1
Data-driven prediction of multistable systems from sparse measurements0
Malicious Requests Detection with Improved Bidirectional Long Short-term Memory Neural Networks0
Fewer is More: A Deep Graph Metric Learning Perspective Using Fewer ProxiesCode1
XDM: Improving Sequential Deep Matching with Unclicked User Behaviors for Recommender SystemCode0
Beyond the Deep Metric Learning: Enhance the Cross-Modal Matching with Adversarial Discriminative Domain Regularization0
Hard Example Generation by Texture Synthesis for Cross-domain Shape Similarity LearningCode0
Momentum Contrast Speaker Representation Learning0
Restoring Negative Information in Few-Shot Object DetectionCode1
Self-Alignment Pretraining for Biomedical Entity RepresentationsCode1
Multi-task Metric Learning for Text-independent Speaker Verification0
Rotation Invariant Aerial Image Retrieval with Group Convolutional Metric Learning0
Graphite: GRAPH-Induced feaTure Extraction for Point Cloud RegistrationCode0
FILM: A Fast, Interpretable, and Low-rank Metric Learning Approach for Sentence Matching0
Unsupervised Distillation of Syntactic Information from Contextualized Word RepresentationsCode0
Contrastive Representation Learning: A Framework and Review0
Uncertainty-Aware Few-Shot Image Classification0
Contrastive Learning with Hard Negative SamplesCode1
Low-Rank Robust Online Distance/Similarity Learning based on the Rescaled Hinge Loss0
Universal Weighting Metric Learning for Cross-Modal MatchingCode1
DML-GANR: Deep Metric Learning With Generative Adversarial Network Regularization for High Spatial Resolution Remote Sensing Image Retrieval0
FOCAL: Efficient Fully-Offline Meta-Reinforcement Learning via Distance Metric Learning and Behavior RegularizationCode1
Latent Topic Refinement based on Distance Metric Learning and Semantics-assisted Non-negative Matrix Factorization0
A new dataset of dog breed images and a benchmark for fine-grained classification0
Acceleration of Large Margin Metric Learning for Nearest Neighbor Classification Using Triplet Mining and Stratified SamplingCode0
Reducing Class Collapse in Metric Learning with Easy Positive Sampling0
Discriminative Representation Loss (DRL): A More Efficient Approach than Gradient Re-Projection in Continual Learning0
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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