RAMP: Robust Adaptive Mixed-Precision Quantization for Edge CPU Vision Models

arXiv:2609.28262 · cs.CV, cs.LG, cs.PF · Submitted 2026-09-23 · Read on arXiv

cs.CV, cs.LG, cs.PF

Submitted: 2026-09-23

Updated: 2026-09-23

Code: https://github.com/davidpob99/ramp-mpq

Terminology

Quantization — 68× in this paper · explained in 12 episodes
Accuracy — 39× in this paper · explained in 1 episode
Clustering — 12× in this paper · explained in 2 episodes
Ablation — 4× in this paper · explained in 1 episode
Computational overhead — 4× in this paper · explained in 2 episodes
Conference on Computer Vision and Pattern Recognition — 4× in this paper
Deep Neural Network — 4× in this paper
Jensen-Shannon Divergence — 4× in this paper
Robustness — 4× in this paper · explained in 5 episodes
Transformer — 4× in this paper · explained in 2 episodes
Calibration — 3× in this paper · explained in 7 episodes
Core — 3× in this paper · explained in 2 episodes
European Conference on Computer Vision — 3× in this paper
International Conference on Machine Learning — 3× in this paper
Pruning — 3× in this paper · explained in 4 episodes
Robust Adaptive Mixed-Precision Quantization — 3× in this paper
Edge Deployment — 2× in this paper · explained in 2 episodes
Edge Devices — 2× in this paper · explained in 2 episodes
Reinforcement Learning — 2× in this paper · explained in 4 episodes
Reinforcement Learning (RL) — 2× in this paper · explained in 25 episodes
Ablation study — 1× in this paper · explained in 1 episode
Barcelona Supercomputing Center — 1× in this paper
Benchmark — 1× in this paper · explained in 2 episodes
British Machine Vision Conference — 1× in this paper
Convolutional Neural Networks (CNNs) — 1× in this paper · explained in 2 episodes
Distillation — 1× in this paper · explained in 2 episodes
Generalization — 1× in this paper · explained in 13 episodes
Hybrid Architectures — 1× in this paper · explained in 3 episodes
Instruction Set Architecture — 1× in this paper
Integer Linear Programming — 1× in this paper
Kullback-Leibler (KL) Divergence — 1× in this paper · explained in 3 episodes
Loss Function — 1× in this paper · explained in 2 episodes
Mean Squared Error — 1× in this paper
Physical Constraints — 1× in this paper · explained in 7 episodes
Quadratic Programming (QP) — 1× in this paper · explained in 2 episodes
Signal-to-Noise Ratio — 1× in this paper
Signal-to-Quantization Noise Ratio — 1× in this paper
Signal-to-noise ratio (SNR) — 1× in this paper · explained in 2 episodes
Trace — 1× in this paper · explained in 2 episodes
Transferability — 1× in this paper · explained in 4 episodes

Terminology

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