187 citations · 288 across the 8 of their papers we have counts for
10 papers
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…
AI and 6G into the Metaverse: Fundamentals, Challenges and Future Research Trends
Muhammad Zawish, Fayaz Ali Dharejo, Sunder Ali Khowaja +4
Since Facebook was renamed Meta, a lot of attention, debate, and exploration have intensified about what the Metaverse is, how it works, and the possible ways to exploit it. It is…
Complexity-Driven CNN Compression for Resource-constrained Edge AI
Muhammad Zawish, Steven Davy, Lizy Abraham
Recent advances in Artificial Intelligence (AI) on the Internet of Things (IoT)-enabled network edge has realized edge intelligence in several applications such as smart agricultur…
Towards On-Device AI and Blockchain for 6G enabled Agricultural Supply-chain Management
Muhammad Zawish, Nouman Ashraf, Rafay Iqbal Ansari +4
6G envisions artificial intelligence (AI) powered solutions for enhancing the quality-of-service (QoS) in the network and to ensure optimal utilization of resources. In this work,…
Multimodal-Boost: Multimodal Medical Image Super-Resolution using Multi-Attention Network with Wavelet Transform
Fayaz Ali Dharejo, Muhammad Zawish, Farah Deeba Yuanchun Zhou +3
Deep learning based single image super resolution (SISR) algorithms has revolutionized the overall diagnosis framework by continually improving the architectural components and tra…
TWIST-GAN: Towards Wavelet Transform and Transferred GAN for Spatio-Temporal Single Image Super Resolution
Fayaz Ali Dharejo, Farah Deeba, Yuanchun Zhou +5
Single Image Super-resolution (SISR) produces high-resolution images with fine spatial resolutions from aremotely sensed image with low spatial resolution. Recently, deep learning…