Some Articles I've Written
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This is an Overview of How the Customer Support Team Created a Sorting System Using Data Analysis
This article provides an in-depth look at how the customer support team utilized data analysis to create an efficient sorting system. It covers the challenges faced, the methodologies used, and the outcomes achieved. -
Small Is Beautiful
This report explores the concept of "Small Is Beautiful" in the context of machine learning. It discusses the benefits of smaller models, their efficiency, and their potential applications. -
True TinyML with Weights & Biases: Wake Word Detection
This report delves into the implementation of TinyML for wake word detection. It highlights the techniques used, performance metrics, and the practical applications of this technology. -
Vision Transformers for Image Quality Assessment
This is a dissertaion on the use of vision transformers for aesthetic image quality assessment. I won the best dissertation award for this and obtened near state of the art accuracy of the AVA dataset.
Research Papers Edge Computing
- EdgeYOLO: An Edge-Real-Time Object Detector
- Federated Learning for Computer Vision
- Benchmarking Deep Learning Models for Object Detection on Edge Computing Devices
- FLOWER: A FRIENDLY FEDERATED LEARNING FRAMEWORK
- Asynchronous Fractional Multi-Agent Deep Reinforcement Learning for Age-Minimal Mobile Edge Computing
- Multi-Agent RL-Based Industrial AIGC Service Offloading over Wireless Edge Networks
Foundational Research Papers AI
Vision
Image Aesthetic Quality Assessment
- Generative Art Using Neural Visual Grammars and Dual Encoders
- Aesthetic Visual Quality Evaluation of Chinese Handwritings
- Image Quality Assessment for Perceptual Image Restoration: A New Dataset, Benchmark and Metric
- Image Quality Assessment in The Essential Guide to Image Processing (Second Edition)
- No-reference quality assessment using natural scene statistics: JPEG2000
- The Design of High-Level Features for Photo Quality Assessment
- VTAMIQ: Transformers for Attention Modulated Image Quality Assessment
- Studying aesthetics in photographic images using a computational approach
- A Comprehensive Survey on Image Aesthetic Quality Assessment