Search Results for author: Sabbir Ahmed

Found 13 papers, 5 papers with code

DNN-Defender: An in-DRAM Deep Neural Network Defense Mechanism for Adversarial Weight Attack

no code implementations14 May 2023 Ranyang Zhou, Sabbir Ahmed, Adnan Siraj Rakin, Shaahin Angizi

With deep learning deployed in many security-sensitive areas, machine learning security is becoming progressively important.

An Efficient Transfer Learning-based Approach for Apple Leaf Disease Classification

no code implementations10 Apr 2023 Md. Hamjajul Ashmafee, Tasnim Ahmed, Sabbir Ahmed, Md. Bakhtiar Hasan, Mst Nura Jahan, A. B. M. Ashikur Rahman

Correct identification and categorization of plant diseases are crucial for ensuring the safety of the global food supply and the overall financial success of stakeholders.

Data Augmentation Transfer Learning

MHfit: Mobile Health Data for Predicting Athletics Fitness Using Machine Learning

no code implementations10 Apr 2023 Jonayet Miah, Muntasir Mamun, Md Minhazur Rahman, Md Ishtyaq Mahmud, Sabbir Ahmed, Md Hasan Bin Nasir

Our study is aimed to give decisions for small or big sports teams on whether one athlete good fit or not for a particular game with the compare several machine learning algorithms to predict human behavior and health using the data collected from mobile devices and sensors placed on patients.

Specificity

SSDA: Secure Source-Free Domain Adaptation

1 code implementation ICCV 2023 Sabbir Ahmed, Abdullah Al Arafat, Mamshad Nayeem Rizve, Rahim Hossain, Zhishan Guo, Adnan Siraj Rakin

Source-free domain adaptation (SFDA) is a popular unsupervised domain adaptation method where a pre-trained model from a source domain is adapted to a target domain without accessing any source data.

Backdoor Attack Model Compression +3

Performance Analysis of YOLO-based Architectures for Vehicle Detection from Traffic Images in Bangladesh

no code implementations18 Dec 2022 Refaat Mohammad Alamgir, Ali Abir Shuvro, Mueeze Al Mushabbir, Mohammed Ashfaq Raiyan, Nusrat Jahan Rani, Md. Mushfiqur Rahman, Md. Hasanul Kabir, Sabbir Ahmed

The task of locating and classifying different types of vehicles has become a vital element in numerous applications of automation and intelligent systems ranging from traffic surveillance to vehicle identification and many more.

Rethinking Cooking State Recognition with Vision Transformers

1 code implementation16 Dec 2022 Akib Mohammed Khan, Alif Ashrafee, Reeshoon Sayera, Shahriar Ivan, Sabbir Ahmed

To ensure proper knowledge representation of the kitchen environment, it is vital for kitchen robots to recognize the states of the food items that are being cooked.

Inductive Bias object-detection +2

Fruit Quality Assessment with Densely Connected Convolutional Neural Network

no code implementations8 Dec 2022 Md. Samin Morshed, Sabbir Ahmed, Tasnim Ahmed, Muhammad Usama Islam, A. B. M. Ashikur Rahman

Accurate recognition of food items along with quality assessment is of paramount importance in the agricultural industry.

Two Decades of Bengali Handwritten Digit Recognition: A Survey

no code implementations5 Jun 2022 A. B. M. Ashikur Rahman, Md. Bakhtiar Hasan, Sabbir Ahmed, Tasnim Ahmed, Md. Hamjajul Ashmafee, Mohammad Ridwan Kabir, Md. Hasanul Kabir

This paper will also serve as a compendium for researchers interested in the science behind offline BHDR, instigating the exploration of newer avenues of relevant research that may further lead to better offline recognition of Bengali handwritten digits in different application areas.

Handwritten Digit Recognition Optical Character Recognition +1

Less is More: Lighter and Faster Deep Neural Architecture for Tomato Leaf Disease Classification

1 code implementation6 Sep 2021 Sabbir Ahmed, Md. Bakhtiar Hasan, Tasnim Ahmed, Redwan Karim Sony, Md. Hasanul Kabir

Evaluation on tomato leaf images from the PlantVillage dataset shows that the proposed architecture achieves 99. 30% accuracy with a model size of 9. 60MB and 4. 87M floating-point operations, making it a suitable choice for real-life applications in low-end devices.

Image Classification Transfer Learning

CSVC-Net: Code-Switched Voice Command Classification using Deep CNN-LSTM Network

1 code implementation International Conference on Informatics, Electronics & Vision (ICIEV) 2021 Arowa Yasmeen, Fariha Ishrat Rahman, Sabbir Ahmed, Md. Hasanul Kabir

The proposed pipeline passes the input audio signal through a series of appropriate transformation and augmentation steps enabling the model to achieve an accuracy of 92. 08% on the curated dataset.

Voice Query Recognition

DFR-TSD: A Deep Learning Based Framework for Robust Traffic Sign Detection Under Challenging Weather Conditions

no code implementations3 Jun 2020 Sabbir Ahmed, Uday Kamal, Md. Kamrul Hasan

However, the SOTA (SOTA) methods have been evaluated on clean and challenge-free datasets and overlooked the performance deterioration associated with different challenging conditions (CCs) that obscure the traffic images captured in the wild.

Image Enhancement object-detection +2

L-FGADMM: Layer-Wise Federated Group ADMM for Communication Efficient Decentralized Deep Learning

no code implementations9 Nov 2019 Anis Elgabli, Jihong Park, Sabbir Ahmed, Mehdi Bennis

This article proposes a communication-efficient decentralized deep learning algorithm, coined layer-wise federated group ADMM (L-FGADMM).

Federated Learning

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