Sitemap

A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.

Pages

Posts

Using Minio to Store Unstructured Data

5 minute read

Published:

Minio is a well-known, open-source object storage server compatible with the Amazon S3 API. This makes it easy for developers to use Minio in their applications to store and retrieve data from S3-compatible storage services.

Players Matchmaking Using Open Match, Agones and Minikube

7 minute read

Published:

Matchmaking is the process of connecting players together for online play sessions in multiplayer video games. Open Match is a framework that simplifies building players’ matchmakers, which runs on Kubernetes.

portfolio

publications

DAAL: Density-Aware Adaptive Line Margin Loss for Multi-Modal Deep Metric Learning

Published in arXiv, 2024

Multi-modal deep metric learning is crucial for effectively capturing diverse representations in tasks such as face verification, fine-grained object recognition, and product search. Traditional approaches to metric learning, whether based on distance or margin metrics, primarily emphasize class separation, often overlooking the intra-class distribution essential for multi-modal feature learning. In this context, we propose a novel loss function called Density-Aware Adaptive Margin Loss(DAAL), which preserves the density distribution of embeddings while encouraging the formation of adaptive sub-clusters within each class. By employing an adaptive line strategy, DAAL not only enhances intra-class variance but also ensures robust inter-class separation, facilitating effective multi-modal representation. Comprehensive experiments on benchmark fine-grained datasets demonstrate the superior performance of DAAL, underscoring its potential in advancing retrieval applications and multi-modal deep metric learning.

Download Paper

talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.