Neural Network from Scratch using only Numpy
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projects
Real-Time Object Detection
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Plant Disease Detector
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publications
SEEK: A Framework of Superpixel Learning with CNN Features for Unsupervised Segmentatio
Published in MDPI Electronics, 2020
Ilyas, T., Khan, A., Umraiz, M., & Kim, H. (2021). SEEK: A Framework of Superpixel Learning with CNN Features for Unsupervised Segmentation. MDPI, Electronics, 2020, 9(3), 383.
Tumor Detection in Breast Histopathology Images via modified Faster-RCNN
Published in ICROS 35th symposium, 2020
Ilyas, T., Kim, S. & Kim, H. (2021). Tumor Detection in Breast Histopathology Images via modified Faster-RCNN. Proceedings of the domestic conference of the Control Robot System Society(ICROS), 2021.
Low-Cost 3D Sensor System: Using Image-based Laser Triangulation
Published in ICROS 35th symposium, 2020
Khan, A., Ilyas, T., Umraiz, M., & Kim, H. (2021). CED-Net: Crops and Weeds Segmentation for Smart Farming Using a Small Cascaded Encoder-Decoder Architecture. Proceedings of the domestic conference of the Control Robot System Society(ICROS), 2020, 105-107.
LIP Net: Real-Time Semantic Segmentation of Person Body Parts
Published in ICROS 35th symposium, 2020
Ilyas, T., & Kim, H. (2021). LIP Net: Real-Time Semantic Segmentation of Person Body Parts. Proceedings of the domestic conference of the Control Robot System Society(ICROS), 2020, 110-112.
CED-Net: Crops and Weeds Segmentation for Smart Farming Using a Small Cascaded Encoder-Decoder Architecture
Published in MDPI Electronics, 2020
Khan, A., Ilyas, T., Umraiz, M., & Kim, H. (2021). CED-Net: Crops and Weeds Segmentation for Smart Farming Using a Small Cascaded Encoder-Decoder Architecture. MDPI, Electronics, 2020, 9(10), 1602.
DAM: Hierarchical Adaptive Feature Selection Using Convolution Encoder Decoder Network for Strawberry Segmentation
Published in Frontiers in Plant Science, 2021
Ilyas, T., Umraiz, M., Khan, A., & Kim, H. (2021). DAM: Hierarchical Adaptive Feature Selection Using Convolution Encoder Decoder Network for Strawberry Segmentation. Frontiers in plant science, 12, 189.
Multi-Scale Context Aggregation for Strawberry Fruit Recognition and Disease Phenotyping
Published in IEEE Access, 2021
Ilyas, Talha, Abbas Khan, Muhammad Umraiz, Yongchae Jeong, and Hyongsuk Kim. "Multi-Scale Context Aggregation for Strawberry Fruit Recognition and Disease Phenotyping." IEEE Access 9 (2021): 124491-124504.
TSFD-Net: Tissue specific feature distillation network for nuclei segmentation and classification.
Published in Elsevier Neural Networks, 2022
Ilyas, T., Mannan, Z.I., Khan, A., Azam, S., Kim, H. and De Boer, F., 2022. TSFD-Net: Tissue specific feature distillation network for nuclei segmentation and classification. Neural Networks.
A Pixel-Level Coarse-to-Fine Image Segmentation Labelling Algorithm
Published in Nature Scientific Reports, 2022
Lee, J., Ilyas, T., Jin, H. et al. A pixel-level coarse-to-fine image segmentation labelling algorithm. Sci Rep 12, 8672 (2022). https://doi.org/10.1038/s41598-022-12532-7
DIANA: A deep learning-based paprika plant disease and pest phenotyping system with disease severity analysis
Published in Frontiers in Plant Science, 2022
Ilyas, T., Jin, H. et al. A pixel-level coarse-to-fine image segmentation labelling algorithm. Sci Rep 12, 8672 (2022). https://doi.org/10.1038/s41598-022-12532-7
teaching
Undergraduate Teaching Assistant
Physics 117: Electronics for Physics Measurements, Department of Physics & Astronomy, UCLA, Fall 2018, Winter 2019