What We Do
AI × Edge / Optimization＋
01
AI × EDGE / OPTIMIZATION
AI × Edge / Optimization
Model compression through pruning, quantization and knowledge distillation; token reduction for Vision Transformers; and hardware/software co-design for FPGA and RISC-V — delivering fast, low-power AI under tight resource budgets.
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AI × Object Detection＋
02
AI × OBJECT DETECTION
AI × Object Detection
Lightweight YOLO-based detectors adapted to industrial imagery for PCB defect inspection, quality grading and dish-collecting robots, with unsupervised anomaly detection that catches previously unseen defects.
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AI × Cultural Heritage＋
03
AI × CULTURAL HERITAGE
AI × Cultural Heritage
Automatic recognition of cursive Japanese and oracle bone inscriptions, restoration of degraded manuscripts with diffusion models (DDRM), and GAN-based augmentation — accelerating the digital preservation of cultural heritage.
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AI × Bioinformatics Analysis＋
04
AI × BIOINFORMATICS ANALYSIS
AI × Bioinformatics Analysis
Deep learning for single-cell transcriptomics, epigenomics and spatial transcriptomics — building multi-omics integration models for cell type identification and spatial tissue structure elucidation.
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AI × IoT / Robotics＋
05
AI × IoT / ROBOTICS
AI × IoT / Robotics
Fully on-board object tracking on a 29 g nano-UAV, an underwater drone with a 360° camera, and digital-twin plant monitoring — real-world applications fusing AI with IoT and robotics.
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AI × Quantum＋
06
AI × QUANTUM
AI × Quantum
A quantum evolutionary algorithm exploiting superposition and entanglement jointly optimises feature selection and network architecture on breast-cancer, Parkinson's and heart-disease datasets, validated on real quantum hardware.
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