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 551600 of 1648 papers

TitleStatusHype
Balanced and Hierarchical Relation Learning for One-Shot Object DetectionCode1
Hypergraph-Induced Semantic Tuplet Loss for Deep Metric LearningCode1
Multi-Head Deep Metric Learning Using Global and Local Representations0
Few-Shot Classification in Unseen Domains by Episodic Meta-Learning Across Visual Domains0
Cross Modal Retrieval with Querybank NormalisationCode1
Visual Microfossil Identification via Deep Metric LearningCode0
SGML: A Symmetric Graph Metric Learning Framework for Efficient Hyperspectral Image ClassificationCode0
Modality-Aware Triplet Hard Mining for Zero-shot Sketch-Based Image RetrievalCode0
E-CRF: Embedded Conditional Random Field for Boundary-caused Class Weights Confusion in Semantic SegmentationCode0
Shaping Visual Representations with Attributes for Few-Shot RecognitionCode1
Construct Informative Triplet with Two-stage Hard-sample Generation0
HHF: Hashing-guided Hinge Function for Deep Hashing RetrievalCode1
Open-set 3D Object Detection0
Contrastive Instance Association for 4D Panoptic Segmentation using Sequences of 3D LiDAR ScansCode0
Generalization Guarantee of SGD for Pairwise Learning0
Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning0
Chemical Identification and Indexing in PubMed Articles via BERT and Text-to-Text Approaches0
Affect-DML: Context-Aware One-Shot Recognition of Human Affect using Deep Metric LearningCode0
Emotion Embedding Spaces for Matching Music to StoriesCode1
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation0
Deep metric learning improves lab of origin prediction of genetically engineered plasmids0
Simple Stochastic and Online Gradient DescentAlgorithms for Pairwise LearningCode0
Learning PSD-valued functions using kernel sums-of-squaresCode0
ShufaNet: Classification method for calligraphers who have reached the professional level0
Person Re-identification Method Based on Color Attack and Joint DefenceCode1
Interpretable embeddings to understand computing careers0
Attention Guided Cosine Margin For Overcoming Class-Imbalance in Few-Shot Road Object DetectionCode1
Dual Prototypical Contrastive Learning for Few-shot Semantic SegmentationCode0
Learning Rates for Nonconvex Pairwise Learning0
Bilinear pooling and metric learning network for early Alzheimer's disease identification with FDG-PET images0
Query-augmented Active Metric Learning0
Online Continual Learning via Multiple Deep Metric Learning and Uncertainty-guided Episodic Memory Replay -- 3rd Place Solution for ICCV 2021 Workshop SSLAD Track 3A Continual Object ClassificationCode0
Learning suction graspability considering grasp quality and robot reachability for bin-picking0
A MIMO Radar-Based Metric Learning Approach for Activity Recognition0
Out of distribution detection for skin and malaria images0
Faster Algorithms for Learning Convex Functions0
Few-shot learning with improved local representations via bias rectify module0
PP-ShiTu: A Practical Lightweight Image Recognition SystemCode0
MFNet: Multi-class Few-shot Segmentation Network with Pixel-wise Metric Learning0
Domain Agnostic Few-Shot Learning For Document Intelligence0
Adaptive Hierarchical Similarity Metric Learning with Noisy Labels0
Meta Guided Metric Learner for Overcoming Class Confusion in Few-Shot Road Object Detection0
Towards Robust Bisimulation Metric LearningCode1
Distance-wise Prototypical Graph Neural Network in Node Imbalance ClassificationCode1
Supervised Metric Learning for Music Structure Features0
A Unified Framework for Generalized Low-Shot Medical Image Segmentation with Scarce Data0
A MIMO Radar-based Few-Shot Learning Approach for Human-ID0
Exposing Query Identification for Search Transparency0
Deep Metric Learning with Locality Sensitive Angular Loss for Self-Correcting Source Separation of Neural Spiking Signals0
Label-Aware Ranked Loss for robust People Counting using Automotive in-cabin RadarCode0
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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