Research1d ago
Meta-Learning Compresses Object Detection for MCUs
Adaptive Hierarchical Compression (AHC) enables continual object detection on microcontrollers with under 100KB of memory. The framework uses MAML to adapt compression ratios via gradient descent in five steps. It employs scale-aware ratios to match FPN redundancy patterns. This reduces catastrophic forgetting for developers deploying vision models on extreme edge hardware.