AHC: Meta-Learned Adaptive Compression for Continual Object Detection on Memory-Constrained Microcontrollers

Adaptive Hierarchical Compression (AHC) is a meta-learning framework for continual object detection on memory-constrained microcontrollers, adapting to evolving task distributions. It employs MAML-based adaptive compression, hierarchical multi-scale compression, and a dual-memory architecture to prevent catastrophic forgetting within a strict 100KB memory budget.