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 451500 of 1648 papers

TitleStatusHype
A Non-isotropic Probabilistic Take on Proxy-based Deep Metric LearningCode1
One for All: Simultaneous Metric and Preference Learning over Multiple UsersCode0
Patch-wise Deep Metric Learning for Unsupervised Low-Dose CT DenoisingCode1
Hierarchical Average Precision Training for Pertinent Image RetrievalCode1
Dynamic Contrastive Distillation for Image-Text Retrieval0
I-SEA: Importance Sampling and Expected Alignment-Based Deep Distance Metric Learning for Time Series Analysis and EmbeddingCode0
Dummy Prototypical Networks for Few-Shot Open-Set Keyword Spotting0
Rethinking Collaborative Metric Learning: Toward an Efficient Alternative without Negative SamplingCode0
Distribution Regularized Self-Supervised Learning for Domain Adaptation of Semantic Segmentation0
Improving Generalization of Metric Learning via Listwise Self-distillationCode0
Large-Margin Representation Learning for Texture Classification0
Neural Bregman Divergences for Distance Learning0
Metric Based Few-Shot Graph ClassificationCode1
Towards Individual Grevy's Zebra Identification via Deep 3D Fitting and Metric LearningCode0
Guided Deep Metric Learning0
Learning Speaker-specific Lip-to-Speech Generation0
Learning an Adaptation Function to Assess Image Visual SimilaritiesCode1
MORE: A Metric Learning Based Framework for Open-domain Relation ExtractionCode1
Towards Context-Aware Neural Performance-Score Synchronisation0
Contrasting quadratic assignments for set-based representation learningCode0
TrackNet: A Triplet metric-based method for Multi-Target Multi-Camera Vehicle TrackingCode1
A Benchmark and Asymmetrical-Similarity Learning for Practical Image Copy DetectionCode1
Persistent Weak Interferer Detection in WiFi Networks: A Deep Learning Based Approach0
Facing the Void: Overcoming Missing Data in Multi-View ImageryCode0
Detect Professional Malicious User with Metric Learning in Recommender Systems0
Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework0
A Unified Collaborative Representation Learning for Neural-Network based Recommender Systems0
Riemannian Metric Learning via Optimal Transport0
Region-Aware Metric Learning for Open World Semantic Segmentation via Meta-Channel AggregationCode1
Accounting for the Sequential Nature of States to Learn Features for Reinforcement Learning0
MM-RealSR: Metric Learning based Interactive Modulation for Real-World Super-ResolutionCode1
Introspective Deep Metric Learning for Image RetrievalCode1
Do Different Deep Metric Learning Losses Lead to Similar Learned Features?Code0
Self-Taught Metric Learning without Labels0
Exploring Entity Interactions for Few-Shot Relation Learning (Student Abstract)0
Mixup-based Deep Metric Learning Approaches for Incomplete Supervision0
On Leveraging Variational Graph Embeddings for Open World Compositional Zero-Shot Learning0
A Novel Splitting Criterion Inspired by Geometric Mean Metric Learning for Decision Tree0
Metric Learning and Adaptive Boundary for Out-of-Domain DetectionCode0
Label a Herd in Minutes: Individual Holstein-Friesian Cattle IdentificationCode0
Planes vs. Chairs: Category-guided 3D shape learning without any 3D cues0
Interval Bound Interpolation for Few-shot Learning with Few TasksCode0
OSCARS: An Outlier-Sensitive Content-Based Radiography Retrieval SystemCode0
Improving Voice Trigger Detection with Metric Learning0
The Group Loss++: A deeper look into group loss for deep metric learning0
Target Confusion in End-to-end Speaker Extraction: Analysis and Approaches0
LASER: LAtent SpacE Rendering for 2D Visual LocalizationCode1
Asymmetric Proxy Loss for Multi-View Acoustic Word Embeddings0
AmsterTime: A Visual Place Recognition Benchmark Dataset for Severe Domain ShiftCode0
On Metric Learning for Audio-Text Cross-Modal RetrievalCode1
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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