Search Results for author: Muawiz Chaudhary

Found 6 papers, 4 papers with code

Channel-Selective Normalization for Label-Shift Robust Test-Time Adaptation

no code implementations7 Feb 2024 Pedro Vianna, Muawiz Chaudhary, Paria Mehrbod, An Tang, Guy Cloutier, Guy Wolf, Michael Eickenberg, Eugene Belilovsky

However, in many practical applications this technique is vulnerable to label distribution shifts, sometimes producing catastrophic failure.

Test-time Adaptation

Uncovering the Hidden Cost of Model Compression

1 code implementation29 Aug 2023 Diganta Misra, Muawiz Chaudhary, Agam Goyal, Bharat Runwal, Pin Yu Chen

This empirical investigation underscores the need for a nuanced understanding beyond mere accuracy in sparse and quantized settings, thereby paving the way for further exploration in Visual Prompting techniques tailored for sparse and quantized models.

Model Compression Quantization +2

Simulated Annealing in Early Layers Leads to Better Generalization

1 code implementation CVPR 2023 AmirMohammad Sarfi, Zahra Karimpour, Muawiz Chaudhary, Nasir M. Khalid, Mirco Ravanelli, Sudhir Mudur, Eugene Belilovsky

Our principal innovation in this work is to use Simulated annealing in EArly Layers (SEAL) of the network in place of re-initialization of later layers.

Few-Shot Learning Transfer Learning

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