Enhancing soybean classification with modified inception model: A transfer learning approach

Yonis Gulzar

doi:10.3897/ejfa.2024.122928

Moshiur Rahman Tonmoy, Md. Akhtaruzzaman Adnan, Shah Murtaza Rashid Al Masud, Mejdl Safran, Sultan Alfarhood, Jungpil Shin, M. F. Mridha (2025)
Attention mechanism‐based ultralightweight deep learning method for automated multi‐fruit disease recognition system. Agronomy Journal 117: .

DOI: 10.1002/agj2.70035

Kaitai Guo, Hongliang Chen, Yang Zheng, Qixin Liu, Shenghan Ren, Haihong Hu, Jimin Liang (2024)
Efficient Adaptive Incremental Learning for Fruit and Vegetable Classification. Agronomy 14: 1275.

DOI: 10.3390/agronomy14061275

Mengchen Liu, Wenbai Chen, Jiajing Cheng, Yiqun Wang, Chunjiang Zhao (2024)
Y-HRNet: Research on multi-category cherry tomato instance segmentation model based on improved YOLOv7 and HRNet fusion. Computers and Electronics in Agriculture 227: 109531.

DOI: 10.1016/j.compag.2024.109531

Zhikun Zhang, Qin Xu, Haojie Shi, Guangwu Zhao, Lu Gao, Tao Wang, Guosong Gu, Liangquan Jia (2024)
FSUNet: lightweight full-scale information fusion UNet for seed coat thickness measurement. Cogent Food & Agriculture 10: .

DOI: 10.1080/23311932.2024.2424928

M. Amudha, K. Brindha (2024)
Rice Leaf Nutrient Deficiency Classification System Using CAR-Capsule Network. IEEE Access 12: 169518.

DOI: 10.1109/ACCESS.2024.3498606

Adem Korkmaz, Tarık Talan, Selahattin Koşunalp, Teodor Iliev (2025)
Comparison of deep learning models in automatic classification of coffee bean species. PeerJ Computer Science 11: e2759.

DOI: 10.7717/peerj-cs.2759

Phan Thi Huong, Lam Thanh Hien, Nguyen Minh Son, Huynh Cao Tuan, Thanh Q. Nguyen (2025)
Enhancing deep convolutional neural network models for orange quality classification using MobileNetV2 and data augmentation techniques. Journal of Algorithms & Computational Technology 19: .

DOI: 10.1177/17483026241309070

Pardeep Seelwal, Poonam Dhiman, Yonis Gulzar, Amandeep Kaur, Shivani Wadhwa, Choo Wou Onn (2024)
A systematic review of deep learning applications for rice disease diagnosis: current trends and future directions. Frontiers in Computer Science 6: .

DOI: 10.3389/fcomp.2024.1452961

Yonis Gulzar, Zeynep Ünal, Tefide Kızıldeniz, Usman Muhammad Umar (2024)
Deep learning-based classification of alfalfa varieties: A comparative study using a custom leaf image dataset. MethodsX 13: 103051.

DOI: 10.1016/j.mex.2024.103051

Hassan Afzaal, Derek Rude, Aitazaz A. Farooque, Gurjit S. Randhawa, Arnold W. Schumann, Nicholas Krouglicof (2025)
Improved crop row detection by employing attention-based vision transformers and convolutional neural networks with integrated depth modeling for precise spatial accuracy. Smart Agricultural Technology 11: 100934.

DOI: 10.1016/j.atech.2025.100934

Yonis Gulzar, Zeynep Ünal (2025)
Optimizing Pear Leaf Disease Detection Through PL-DenseNet. Applied Fruit Science 67: .

DOI: 10.1007/s10341-025-01265-2

Yuanqi Chen, Aiping Wang, Ziyang Liu, Jie Yue, Enxu Zhang, Fei Li, Ning Zhang (2025)
MoSViT: a lightweight vision transformer framework for efficient disease detection via precision attention mechanism. Frontiers in Artificial Intelligence 8: .

DOI: 10.3389/frai.2025.1498025

Manuel de Jesús López-Martínez, Germán Díaz-Flórez, Santiago Villagrana-Barraza, Celina L. Castañeda-Miranda, Luis Octavio Solís-Sánchez, Diana I. Ortíz-Esquivel, José I. de la Rosa-Vargas, Carlos A. Olvera-Olvera (2024)
Pattern Classification of an Onion Crop (Allium Cepa) Field Using Convolutional Neural Network Models. Agronomy 14: 1206.

DOI: 10.3390/agronomy14061206

Yansong Zhong, Hongyue Lin, Jiacheng Gan, Weiwei You, Jia Chen, Rongxin Zhang (2024)
Quality Grading of Dried Abalone Using an Optimized VGGNet. Applied Sciences 14: 5894.

DOI: 10.3390/app14135894

Shulong Zhang, Kexin Zhao, Yukang Huo, Mingyuan Yao, Lin Xue, Haihua Wang (2025)
Mushroom image classification and recognition based on improved ConvNeXt V2. Journal of Food Science 90: .

DOI: 10.1111/1750-3841.70133

Yong Wang, ShunFa Xu, ZhenYuan Ye, KongHao Cheng (2025)
Optimized DINO model for accurate object detection of sesame seedlings and weeds. Scientific Reports 15: .

DOI: 10.1038/s41598-025-96826-6

Jiajin Zhang, Lifang Zhao, Hua Yang (2025)
A Dual-Branch U-Net for Staple Crop Classification in Complex Scenes. Remote Sensing 17: 726.

DOI: 10.3390/rs17040726

Yonis Gulzar, Shivani Agarwal, Saira Soomro, Meenakshi Kandpal, Sherzod Turaev, Choo W. Onn, Shilpa Saini, Abdenour Bounsiar (2025)
Next-generation approach to skin disorder prediction employing hybrid deep transfer learning. Frontiers in Big Data 8: .

DOI: 10.3389/fdata.2025.1503883

Ruchika Bhuria, Dibyahash Bordoloi, Bura Vijay Kumar (2024)
Pistachio Species Classification: Leveraging Machine Learning for Quality Assurance and Market Optimization. 2024 International Conference on Information Science and Communications Technologies (ICISCT) : 422.

DOI: 10.1109/ICISCT64202.2024.10956712

Gabriel M. L. Pereira, Juliano H. Foleis, Alceu de Souza Brito, Diego Bertolini (2024)
A Database for Soybean Seed Classification. 2024 37th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI) : 1.

DOI: 10.1109/SIBGRAPI62404.2024.10716268

Idris Ya’u Idris, Badamasi Imam Ya’u, Usman Ali, Yonis Gulzar (2025)
Data Science and Network Engineering. Chapter 9: 109.

DOI: 10.1007/978-981-97-8336-6_9