PROJECTS / FROM QUESTION TO EVIDENCE

Research is more than a paper title.

Two projects define the path from foundational multimodal research to current on-device AI work.

Research lens
Undergraduate study Undergraduate research Research project

Multimodal object re-identification

A foundational research project on multimodal object re-identification.

Explore the case study
Research problem

Studied object re-identification across heterogeneous visual modalities.

Why it matters

This project established the initial research direction in multimodal perception.

Approach

Multimodal object re-identification.

Contribution

Built the foundation for subsequent work on multimodal perception.

Current Ongoing Research & engineering

On-device model deployment and GUI Agent development

Work on deploying models at the edge and developing GUI Agents.

OPPO

Explore the case study
Research problem

On-device model deployment and GUI Agent development must meet practical terminal constraints.

Why it matters

The work connects model capability with deployment on real devices.

Approach

On-device model deployment and GUI Agent development.

Contribution

Focused on bringing efficient models and GUI Agent development into practical edge settings.

Evidence policy. Ongoing collaborative work is intentionally described at a high level.