3 papers
cs.LG2025
IntAttention: A Fully Integer Attention Pipeline for Efficient Edge Inference
Wanli Zhong, Haibo Feng, Zirui Zhou +2
Deploying Transformer models on edge devices is limited by latency and energy budgets. While INT8 quantization effectively accelerates the primary matrix multiplications, it expose…
cs.CV2025
Pose as Clinical Prior: Learning Dual Representations for Scoliosis Screening
Zirui Zhou, Zizhao Peng, Dongyang Jin +3
Recent AI-based scoliosis screening methods primarily rely on large-scale silhouette datasets, often neglecting clinically relevant postural asymmetries-key indicators in tradition…
cs.CV2024
Gait Patterns as Biomarkers: A Video-Based Approach for Classifying Scoliosis
Zirui Zhou, Junhao Liang, Zizhao Peng +3
Scoliosis presents significant diagnostic challenges, particularly in adolescents, where early detection is crucial for effective treatment. Traditional diagnostic and follow-up me…