AI Frontier Lectures
AI Frontier Lectures
Apr 4, 2025 · Artificial Intelligence

How OverLoCK Redefines Vision Backbones with Dynamic Convolution

OverLoCK, a new vision backbone inspired by human top‑down attention, combines a three‑stage decomposition, dynamic ContMix convolutions and top‑down guidance to achieve state‑of‑the‑art performance on ImageNet classification, COCO detection and ADE20K segmentation while maintaining strong trade‑offs.

OverLoCKTop-down AttentionVision Backbone
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How OverLoCK Redefines Vision Backbones with Dynamic Convolution