no code implementations • 2 Jan 2024 • Ammar A. Siddiqui, Santosh Tirunagari, Tehseen Zia, David Windridge
Visual attribution in medical imaging seeks to make evident the diagnostically-relevant components of a medical image, in contrast to the more common detection of diseased tissue deployed in standard machine vision pipelines (which are less straightforwardly interpretable/explainable to clinicians).
1 code implementation • 21 Jan 2023 • Tehseen Zia, Zeeshan Nisar, Shakeeb Murtaza
However, since it is often not straight forward to obtain the labels in many application domains such as in medical image, classification-based approaches have become the de facto standard to perform the diagnosis.
no code implementations • IEEE 2020 • MUHAMMAD JUNAID, MUBEEN GHAFOOR, Ali Hassan, SHEHZAD KHALID, SYED ALI TARIQ, GHUFRAN AHMED, Tehseen Zia
The proposed MVS-CNN outperforms and shows supremacy in terms of model accuracy, processing time, and segmentation accuracy.
no code implementations • 18 Jan 2020 • Tehseen Zia, Shahan Arif, Shakeeb Murtaza, Mirza Ahsan Ullah
Keywords: Generative image modeling, autoregressive image modeling, caption-based image generation, neural attention, recurrent neural networks.