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AI Frontier Lectures
AI Frontier Lectures
May 15, 2025 · Artificial Intelligence

OverLoCK: How a Bio‑Inspired Three‑Stage ConvNet Beats Transformers on Vision Tasks

OverLoCK introduces a bio‑inspired depth‑stage decomposition that splits a network into Base‑Net, Overview‑Net and Focus‑Net, and a novel Context‑Mix dynamic convolution, achieving state‑of‑the‑art accuracy on image classification, detection and segmentation while balancing speed and model size.

Computer VisionConvNet
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OverLoCK: How a Bio‑Inspired Three‑Stage ConvNet Beats Transformers on Vision Tasks