187 citations · 288 across the 8 of their papers we have counts for
5 papers · 1 filter
When Masking Helps or Hurts Robustness in Compressed CLIP: A Pre-Deployment Diagnostic
Muhammad Zawish, Steven Davy
This paper demonstrate that whether masking-based token pruning helps or hurts worst-group robustness can be predicted before deployment, without labels or fine-tuning. A systemati…
CLIP-Guided Multi-Task Regression for Multi-View Plant Phenotyping
Simon Warmers, Muhammad Zawish, Fayaz Ali Dharejo +2
Modeling plant growth dynamics plays a central role in modern agricultural research. However, learning robust predictors from multi-view plant imagery remains challenging due to st…
NeuCODEX: Edge-Cloud Co-Inference with Spike-Driven Compression and Dynamic Early-Exit
Maurf Hassan, Steven Davy, Muhammad Zawish +2
Spiking Neural Networks (SNNs) offer significant potential for enabling energy-efficient intelligence at the edge. However, performing full SNN inference at the edge can be challen…
WaveHiT-SR: Hierarchical Wavelet Network for Efficient Image Super-Resolution
Fayaz Ali, Muhammad Zawish, Steven Davy +1
Transformers have demonstrated promising performance in computer vision tasks, including image super-resolution (SR). The quadratic computational complexity of window self-attentio…
Energy-Efficient Uncertainty-Aware Biomass Composition Prediction at the Edge
Muhammad Zawish, Paul Albert, Flavio Esposito +2
Clover fixates nitrogen from the atmosphere to the ground, making grass-clover mixtures highly desirable to reduce external nitrogen fertilization. Herbage containing clover additi…