Search Results for author: Vladimir Mladenovic

Found 2 papers, 1 papers with code

Contrastive Bayesian Analysis for Deep Metric Learning

1 code implementation10 Oct 2022 Shichao Kan, Zhiquan He, Yigang Cen, Yang Li, Vladimir Mladenovic, Zhihai He

Recent methods for deep metric learning have been focusing on designing different contrastive loss functions between positive and negative pairs of samples so that the learned feature embedding is able to pull positive samples of the same class closer and push negative samples from different classes away from each other.

Contrastive Learning Metric Learning

Relative Order Analysis and Optimization for Unsupervised Deep Metric Learning

no code implementations CVPR 2021 Shichao Kan, Yigang Cen, Yang Li, Vladimir Mladenovic, Zhihai He

During training, this relative order prediction network and the feature embedding network are tightly coupled, providing mutual constraints to each other to improve overall metric learning performance in a cooperative manner.

Image Retrieval Metric Learning +1

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