Search Results for author: Muhammad Ali

Found 9 papers, 4 papers with code

Vision Transformers in Medical Computer Vision -- A Contemplative Retrospection

no code implementations29 Mar 2022 Arshi Parvaiz, Muhammad Anwaar Khalid, Rukhsana Zafar, Huma Ameer, Muhammad Ali, Muhammad Moazam Fraz

Among these algorithms, Vision Transformers are evolved as one of the most contemporary and dominant architectures that are being used in the field of computer vision.

Lesion Detection Medical Diagnosis

Survey on Self-supervised Representation Learning Using Image Transformations

no code implementations17 Feb 2022 Muhammad Ali, Sayed Hashim

Finally, we conclude with a summary of the results and insights as well as highlighting open problems to be addressed and indicating various future directions.

Object Recognition Representation Learning +1

TransformNet: Self-supervised representation learning through predicting geometric transformations

1 code implementation8 Feb 2022 Sayed Hashim, Muhammad Ali

The CNN trained on this pretext task will be used for the classification of images in the CIFAR-10 dataset as a downstream task.

Data Augmentation Image Classification +1

SubOmiEmbed: Self-supervised Representation Learning of Multi-omics Data for Cancer Type Classification

1 code implementation3 Feb 2022 Sayed Hashim, Muhammad Ali, Karthik Nandakumar, Mohammad Yaqub

In our project, we extend the idea of using a VAE model for low dimensional latent space extraction with the self-supervised learning technique of feature subsetting.

Cancer type classification Decision Making +2

A proactive malicious software identification approach for digital forensic examiners

no code implementations20 Sep 2021 Muhammad Ali, Stavros Shiaeles, Nathan Clarke, Dimitrios Kontogeorgis

Digital investigators often get involved with cases, which seemingly point the responsibility to the person to which the computer belongs, but after a thorough examination malware is proven to be the cause, causing loss of precious time.

Distilling Global and Local Logits With Densely Connected Relations

1 code implementation ICCV 2021 Youmin Kim, Jinbae Park, YounHo Jang, Muhammad Ali, Tae-Hyun Oh, Sung-Ho Bae

In prevalent knowledge distillation, logits in most image recognition models are computed by global average pooling, then used to learn to encode the high-level and task-relevant knowledge.

Image Classification Knowledge Distillation +3

A Review of 5G Front-End Systems Package Integration

no code implementations15 Sep 2020 Atom O. Watanabe, Muhammad Ali, Sk Yeahia Been Sayeed, Rao R. Tummala, P. Markondeya Raj

Increasing data rates, spectrum efficiency and energy efficiency have been driving major advances in the design and hardware integration of RF communication networks.

Agent-based Vs Agent-less Sandbox for Dynamic Behavioral Analysis

no code implementations12 Mar 2019 Muhammad Ali, Stavros Shiaeles, Maria Papadaki, Bogdan Ghita

Malicious software is detected and classified by either static analysis or dynamic analysis.

Malware Detection

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