Zhongjie Huang

MSc Artificial Intelligence

University of Sheffield · Awarded 22 October 2026

Merit

Dissertation on cell-segmentation pipelines and their effects on quantitative histology analysis.

BSc Artificial Intelligence and Computer Science

University of Sheffield · Graduated 1 July 2025

Upper Second Class (2:1)

Final project combining facial-expression recognition with a Java web application.

Quantitative Histology Analysis

2026 · Dissertation submitted · Individual MSc dissertation project

Four existing segmentation methods. Three distinct questions: do boundaries match, are measurements reliable, and do features help prediction?

• A submitted MSc dissertation comparing four named pipelines.
• A distinction between segmentation, quantitative morphology and predictive utility.

Python / QuPath / Cellpose-DINO / Cyto R-CNN / CSGO / Grouped evaluation

Facial Expression Recognition

2025 · Completed BSc project · Individual undergraduate project

From camera capture to a predicted label: a pretrained vision model, two training stages and a Java web prototype.

• A working academic workflow covering interface, application logic and model inference.
• Requirements, architecture, error handling and responsive interface documentation.

Python / PyTorch / Swin Transformer / Java / Tomcat / HTML / CSS / JavaScript

Star Hub - Official AI model workspace

2026 · Live personal application · Personal software project, developed with AI assistance

Use your own provider key to chat with AI models and work with images, audio, batch jobs and realtime voice. Official API addresses and the actual request source are visible in the interface.

• One bilingual interface for seven official API providers.
• Streaming chat, model-specific settings and implemented OpenAI media, batch and realtime workflows.

Java / Tomcat 9 / HTML / CSS / JavaScript / Maven / SSE / WebSocket

IAFM - Investment & financial management

Portfolio project · Working personal application · Personal software project

A Java MVC application for multi-currency financial reports, paired account transfers and administrator-managed inflation records.

• Multi-currency reporting within the existing MVC application.
• Paired transfer records separated from external cash flow.

Java / SQL / Domain modelling / Access control / Dashboard UX

PelagiVex — Computer Vision Prototypes

2026 · Local MacBook Pro prototype · Personal software project, developed with AI assistance

Two related explorations: underwater gate detection and a separate native macOS camera segmentation preview, presented as a visual system overview.

• A browser-to-inference workflow for individual image and video frames.
• An independent native camera preview combining segmentation and approximate depth.

Computer vision / Java / ONNX Runtime / SwiftUI / Core ML / Python