2 papers
cs.LG2026
Pushing the Limits of Block Rotations in Post-Training Quantization
Sai Sanjeet, Ian Colbert, Pablo Monteagudo-Lago +3
Recent post-training quantization (PTQ) methods have adopted block rotations to diffuse outliers prior to rounding. While this reduces the overhead of online full-vector rotations,…
eess.IV2024
Variable Resolution Pixel Quantization for Low Power Machine Vision Application on Edge
Senorita Deb, Sai Sanjeet, Prabir Kumar Biswas +1
This work describes an approach towards pixel quantization using variable resolution which is made feasible using image transformation in the analog domain. The main aim is to redu…