Author

Muhammad Akhtar Munir

2 papers indexed here

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Preprint Nov 2026

EO-Jev: Decision Model for Earth Observation

Earth observation (EO) workflows require selecting among known outcomes, estimating confidence, and processing large volumes of imagery. Generative vision-language models can address these tasks, but autoregressive decoding is computationally costly and their confidence estimates are unreliable. Decision models offer a...

Mohamed Atef Abouelhadid, Diaa Addeen Abuhani, Muhammad Akhtar Munir et al. · 0 citations

Preprint Aug 2026

MVC-Bench: Benchmarking Calibration of Medical Vision-Language Models

The underlying causes of miscalibration in VLMs and Medical-VLMs are investigated and a simple train-time calibration method, Multi-Class Margin (MCM) regularization, is proposed, which achieves lowest ECE on 10 out of 12 settings in in-domain and remains competitive under domain shifts.

Ashshak Sharifdeen, Shihab Aaqil Ahamed, Ufaq Khan et al. · 2 citations