Projects
All-weather Forest Fire Risk Monitoring and Early Detection
Core Contributor
National Key R&D Program of China (14th Five-Year Plan)
- Built physics-informed wildfire simulation scenes and predicted heat-release rate (HRR); instrumented sensors, flashed firmware, and set up a wireless pipeline for synchronized field capture.
- Proposed MAFF-Net for feature-level fusion of six environmental sensors with image sequences, lifting F1 by 3.79-13.72% over unimodal baselines and reaching 95.79% average F1 in wild-environment tests.
- Shipped the detector as a cloud-hosted early-warning service for operational monitoring.
Fire Safety Assessment for High-Altitude Pressurized Buildings
Core Contributor
China State Construction Engineering Corporation (CSCEC) Science and Technology R&D Program
- To address fire and evacuation hazards in the existing sealed high-altitude pressurized cabins, ran depressurization and air-supply experiments and placed sensors at safety-critical points.
- Quantified evacuation-safety margins from the collected traces to inform emergency-response design.
Smile: AI-Assisted Oral Imaging Diagnosis
Core Contributor
USTC Eagle Fund (Xiongying)
Outstanding Project Completion
- Smile locates morphologically diverse teeth in clinical images and flags likely oral conditions, as a deployable oral AI reading system.
- Models were trained on a self-collected, large-scale multimodal oral-imaging dataset spanning multiple regions and deployed into clinical workflows.
- Owned grant writing, the competition narrative, and visual design for posters and the product handbook.