The latest publications can be found on Google Scholar, but here are some links to current research:
Fleckenstein F, Rodin V, Dieudonne I, Al Machot F, Chiacchiera S, Akagic A, et al. Autonomous extraction and building of machine-readable molecular models from publications using large language models. Zenodo; 2025.
Paxton K, Kapo M, Akagić A, Aslansefat K, Thakker D, Papadopoulos Y. Exploring the Impact of Skin Color on Image Segmentation. Available at SSRN 5205411.
Sarić R, Čustović E, Akagić A, Trtílek M, Lewsey MG, Whelan J. Computer vision‐based recognition and distinction of Arabidopsis thaliana ecotypes using supervised deep learning models. The Plant Phenome Journal. 2025 Dec;8(1):e70041.
Paxton K, Aslansefat K, Akagić A, Thakker D, Papadopoulos Y. Safer Skin Lesion Classification with Global Class Activation Probability Map Evaluation and SafeML. InInternational Symposium on Model-Based Safety and Assessment 2025 Sep 21 (pp. 144-158). Cham: Springer Nature Switzerland.
Bećirović M, Kurtović A, Smajlović N, Kapo M, Akagić A. Performance comparison of medical image classification systems using TensorFlow Keras, PyTorch, and JAX. arXiv preprint arXiv:2507.14587. 2025 Jul 19.
Kadric N, Akagic A, Kapo M. Improving Diagnostic Accuracy of Pigmented Skin Lesions With CNNs: an Application on the DermaMNIST Dataset. arXiv preprint arXiv:2507.12961. 2025 Jul 17.
Nezović A, Romano J, Marić N, Kapo M, Akagić A. Comparative Analysis of CNN Performance in Keras, PyTorch and JAX on PathMNIST. arXiv preprint arXiv:2507.12248. 2025 Jul 16.
Kapo M, Buza E, Akagic A. Super-Resolution of DermaMNIST Images Using Deep Learning Models. In2025 MIPRO 48th ICT and Electronics Convention 2025 Jun 2 (pp. 1287-1292). IEEE.
Sarić R, Čustović E, Trtílek M, Akagić A, Lewsey MG, Whelan J. Advanced Analysis of Arabidopsis thaliana Leaf Traits Using RGB Imaging and Machine Learning. In2024 XV International Symposium on Industrial Electronics and Applications (INDEL) 2024 Nov 6 (pp. 1-7). IEEE.
Akagić A, Kadić-Maglajlić S. How can a machine learning-based LDA model help in literature search in systematic literature review?. How to Achieve Societal Impact through Engaged and Collaborative Scholarship. 2024 Sep 10:190-210.
Akagic A, Buza E, Kapo M, Bohlouli M. Exploring the Impact of Real and Synthetic Data in Image Classification: A Comprehensive Investigation Using CIFAKE Dataset. In2024 10th International Conference on Control, Decision and Information Technologies (CoDIT) 2024 Jul 1 (pp. 1207-1212). IEEE.
Kapo M, Akagic A, Buza E. Semantic Segmentation of Brain Tumors: A Performance Evaluation Using DeepLabV3+, UNet, and Intel’s OpenVINO Toolkit. In2024 10th International Conference on Control, Decision and Information Technologies (CoDIT) 2024 Jul 1 (pp. 1565-1570). IEEE.
Kandić E, Akagic A, Bohlouli M. Exploring Convolutional Autoencoder Efficacy in Noise Removal for Image Processing and Computer Vision: A Study Using the MNIST Dataset. In2024 10th International Conference on Control, Decision and Information Technologies (CoDIT) 2024 Jul 1 (pp. 1275-1280). IEEE.
Kapo M, Buza E, Akagic A. Mitigating Class Imbalance in Sentiment Analysis of Politicians’ Statements. InInternational Symposium on Innovative and Interdisciplinary Applications of Advanced Technologies 2024 Jun 20 (pp. 307-328). Cham: Springer Nature Switzerland.
Akagić A, Buza E, Kecman S, Sarić R, Lewsey MG, Čustović E, Whelan J. Accelerating Semantic Segmentation Labeling of Time Sequence Data via Assistive Label Generation with Conditional GANs. In2024 IEEE 3rd International Conference on Computing and Machine Intelligence (ICMI) 2024 Apr 13 (pp. 1-6). IEEE.
Akagić A, Sarić R, Buza E, Kecman S, Lewsey MG, Čustović E, Whelan J. Rosette Plant Centre Detection and Tracking Using YOLO: An Efficient Deep Learning Approach. In2024 IEEE 3rd International Conference on Computing and Machine Intelligence (ICMI) 2024 Apr 13 (pp. 1-6). IEEE.
Akagic A, Kapo M, Kandić E, Bećirović M, Kadrić N. Brain Tumor Segmentation of MRI Images with U-Net and DeepLabV3+. In2024 IEEE 3rd International Conference on Computing and Machine Intelligence (ICMI) 2024 Apr 13 (pp. 1-6). IEEE.
Horvat M, Krtalić A, Akagić A, Mekterović I. Ontology-Based Data Observatory for Formal Knowledge Representation of UXO Using Advanced Semantic Web Technologies. Electronics. 2024 Feb 20;13(5):814.
Akagic A, Džafić I. Enhancing smart grid resilience with deep learning anomaly detection prior to state estimation. Engineering Applications of Artificial Intelligence. 2024 Jan 1;127:107368.
Akagic A, Buza E, Horvat M. Mapping rgb-to-nir with pix2pix image-to-image translation for fire detection applications. In34th Central European conference on information and intelligent systems 2023 (Vol. 9).
Horvat M, Krmpotić K, Krtalić A, Akagić A. Bridging Blockchain Technology and Humanitarian Demining: A Novel Concept for Decentralized Storage of Landmine and UXO Locations. InCentral European Conference on Information and Intelligent Systems 2023 (pp. 369-375). Faculty of Organization and Informatics Varazdin.
Šabanović A, Ahmetspahić N, Kapo M, Buza E, Akagic A. Early Stage Flame Segmentation with DeepLabv3+ and Weighted Cross-Entropy. In2023 XXIX International Conference on Information, Communication and Automation Technologies (ICAT) 2023 Jun 11 (pp. 1-6). IEEE.
Kapo M, Šabanović A, Akagic A, Buza E. Early stage flame segmentation with deep learning and intel's openvino toolkit. In2023 XXIX International Conference on Information, Communication and Automation Technologies (ICAT) 2023 Jun 11 (pp. 1-6). IEEE.
Horvat M, Krtalić A, Akagić A, Krmpotić K, Skender S. Humanitarian Demining Using Data Observatories and Data Lakes. In19th International Symposium" Mine Action 2023 (pp. 31-35).
Akagic A, Buza E. A study of rule-based flame pixel classifiers in still images. In2022 30th Telecommunications Forum (TELFOR) 2022 Nov 15 (pp. 1-4). IEEE.
Buza E, Turajlic E, Akagic A. Comparative analysis of simple rules for flame recognition. In2022 30th Telecommunications Forum (TELFOR) 2022 Nov 15 (pp. 1-4). IEEE.
Turajlic E, Buza E, Akagic A. Honey Badger algorithm and chef-based optimization algorithm for multilevel thresholding image segmentation. In2022 30th Telecommunications Forum (TELFOR) 2022 Nov 15 (pp. 1-4). IEEE.
Alihodzic A, Turajlic E, Mujezinovic A, Akagic A, Buza E. Electric & Magnetic Field Estimation in the Vicinity of Overhead Transmission Lines Using a Method Based on Multiple Linear Regression. Elektrotehniski Vestnik. 2022 Oct 20;89(5):211-24.
Lemeš L, Akagic A. Prediction of Real Estate Market Prices with Regression Algorithms. InInternational Symposium on Innovative and Interdisciplinary Applications of Advanced Technologies 2022 Jun 23 (pp. 401-411). Cham: Springer International Publishing.
Akagic A, Džafić I. Deep reinforcement learning in smart grid: Progress and prospects. In2022 XXVIII International Conference on Information, Communication and Automation Technologies (ICAT) 2022 Jun 16 (pp. 1-6). IEEE.
Akagic A, Krivić S, Dizdar H, Velagić J. Computer vision with 3d point cloud data: Methods, datasets and challenges. In2022 XXVIII International Conference on Information, Communication and Automation Technologies (ICAT) 2022 Jun 16 (pp. 1-8). IEEE.
Turajlic E, Buza E, Akagic A. Multilevel image thresholding based on Rao algorithms and Kapur’s Entropy. In2022 XXVIII International Conference on Information, Communication and Automation Technologies (ICAT) 2022 Jun 16 (pp. 1-7). IEEE.
Buza E, Akagic A. Unsupervised method for wildfire flame segmentation and detection. IEEE Access. 2022 May 20;10:55213-25.
Akagic A, Buza E. Lw-fire: A lightweight wildfire image classification with a deep convolutional neural network. Applied Sciences. 2022 Mar 4;12(5):2646.
Osmankovic D, Akagic A, Krivic S, Uzunovic T, Velagic J. Towards Safe and Explainable Humanitarian Demining with Deep Learning. InBook of papers of 18th International Symposium MINE ACTION 2022.
Dardagan N, Brđanin A, Džigal D, Akagic A. Multiple object trackers in opencv: A benchmark. In2021 IEEE 30th international symposium on industrial electronics (ISIE) 2021 Jun 20 (pp. 1-6). IEEE.
Barucija E, Akagic A, Ribic S, Juric Z. Two approaches in solving Rubik’s cube with Hardware-Software Co-design. In2020 43rd International Convention on Information, Communication and Electronic Technology (MIPRO) 2020 Sep 28 (pp. 128-133). IEEE.
Adnan Brdjanin, Nadja Dardagan, Dzemil Dzigal, Amila Akagic, Single Object Trackers in OpenCV: A Benchmark, 2020 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)
Edvin Teskeredzic, Amila Akagic, Low cost UGV platform for autonomous 2D navigation and map-building based on a single sensory input, 2020 7th International Conference on Control, Decision and Information Technologies (CoDIT)
Emir Barucija, Amila Akagic, Samir Ribic, Zeljko Juric, Two approaches in solving Rubik’s cube with Hardware-Software Co-design, 2020 43rd International Convention on Information, Communication and Electronic Technology (MIPRO)
Dzemil Dzigal, Amila Akagic, Emir Buza, Adnan Brdjanin, Nadja Dardagan, Forest fire detection based on color spaces combination, 2019 11th International Conference on Electrical and Electronics Engineering (ELECO)
Emir Buza, Amila Akagic, Ingmar Besic, Image-Based Crack Detection Using Sub-image Technique, 2019 11th International Conference on Electrical and Electronics Engineering (ELECO)
Hana Haseljic, Emir Cogo, Irfan Prazina, Razija Turcinhodzic, Emir Buza, Amila Akagic, OpenCL Superpixel implementation on a General Purpose Multi-core CPU, 2018 IEEE International Conference on Imaging Systems and Techniques (IST)
Amila Akagic, Emir Buza, Samir Omanovic, Almir Karabegovic, Pavement Crack Detection Using Otsu Thresholding for Image Segmentation, 41th International Convention on Information and Communication Technology, Electronics and Microelectronics, 22-25th May 2018.
Amila Akagic, Emir Buza, Razija Turcinhodzic, Hana Haseljic, Hiroyuki Noda, Hideharu Amano, Superpixel Accelerator for Computer Vision Applications on Arria 10 SoC, 21st IEEE Symposium on Design and Diagnostics of Electronic Circuits and Systems, Apr 2018.
Emir Buza, Amila Akagic, Samir Omanovic, Skin Detection Based on Image Color Segmentation with Histogram and K-Means Clustering, 10th International Conference on Electrical and Electronics Engineering, Nov 2017.
Emir Buza, Amila Akagic, Samir Omanovic, Haris Hasic, Unsupervised Method for Detection of High Severity Distresses on Asphalt Pavements, 14th International Scientific Conference on Informatics, Nov 2017.
Akagic Amila, Emir Buza and Samir Omanovic, Pothole Detection: An Efficient Vision Based Method Using RGB Color Space Image Segmentation, 40th Jubilee International Convention on Information and Communication Technology, Electrinics and Microelectronics, 22-26th May 2017.
Haris Hasic, Emir Buza and Amila Akagic, A Hybrid Method for Prediction of Protein Secondary Structure Based on Multiple Artificial Neural Networks, 40th Jubilee International Convention on Information and Communication Technology, Electrinics and Microelectronics, 22-26th May 2017.
Akagic Amila and Hideharu Amano, Design and implementation of IP-based iSCSI Offoad Engine on an FPGA, IPSJ Transactions on System LSI Design Methodology (TSLDM11), Vol. 6, No. 1, pp.112-121, Aug 2013.
Akagic Amila and Hideharu Amano, High-Speed Fully-Adaptable CRC Accelerators, IEICE TRANS. INF. & SYST., Vol. E96, No. 6, pp.1299-1308, June 2013.
Akagic Amila and Hideharu Amano, A study of adaptable co-processors for Cyclic Redundancy Check on an FPGA, International Conference on Field-Programmable Technology (FPT), 2012, pp. 119 - 124, Dec 2012.
Akagic Amila and Hideharu Amano, Performance analysis of fully-adaptable CRC accelerators on an FPGA, 22nd International Conference on Field Programmable Logic and Applications (FPL), 2012, pp. 575-578, Sep 2013.
Akagic Amila and Hideharu Amano, High Speed CRC with 64-bit generator polynomial on an FPGA, International Workshop on Highly Effcient Accelerators and Reconfigurable Technologies, HEART 2011, June 2011.
Akagic Amila and Hideharu Amano, Performance Evaluation of Multiple Lookup Tables Algorithms for generating CRC on an FPGA, International Symposium on Access Spacess, ISAS 2011, June 2011.
Marijana Cosovic, Akagic Amila and Zdenka Babic, Performance Analysis of Modular Multipliers Implementations On FPGA, Scientific Professional Symposium INFOTEH-JAHORINA, Vol. 10, Ref. E-VI-6, pp. 869 - 873, March 2011. (In Bosnian)
Akagic Amila and Hideharu Amano, Multiple Table Lookup Implementation of Error Correction on an FPGA, Design, Automation and Test in Europe, DATE 2011, March 2011.
Akagic Amila, Dusanka Boskovic and Novica Nosovic, Implementation of MIC- MAC-1 Hypothetical Processor on an FPGA, Scientific Professional Symposium INFOTEH-JAHORINA, Vol. 9, Ref. E-V-12, pp. 748-751, March 2010. (In Bosnian)
Akagic Amila and Novica Nosovic, GRID Security Architecture, Scientific Professional Symposium INFOTEH-JAHORINA, March 2007. (In Bosnian)
Akagic Amila and Hideharu Amano, An FPGA Implementation of CRC Slicing-by-N algorithms, IEICE Technical Reports (RECONF), Vol. 110, No. 319, pp. 19-24, Nov 2010.