Recent advances in Transformer technology for agriculture: A comprehensive survey

W Xie, M Zhao, Y Liu, D Yang, K Huang, C Fan… - … Applications of Artificial …, 2024 - Elsevier
Intelligent agriculture is critical for guiding agricultural production and enhancing efficiency
through early disease diagnosis, yield estimation, automatic harvest, and postharvest …

WheatLFANet: in-field detection and counting of wheat heads with high-real-time global regression network

J Ye, Z Yu, Y Wang, D Lu, H Zhou - Plant Methods, 2023 - Springer
Background Detection and counting of wheat heads are of crucial importance in the field of
plant science, as they can be used for crop field management, yield prediction, and …

PlantBiCNet: A new paradigm in plant science with bi-directional cascade neural network for detection and counting

J Ye, Z Yu, Y Wang, D Lu, H Zhou - Engineering Applications of Artificial …, 2024 - Elsevier
Deep learning is increasingly popular for precise plant detection and counting in computer
vision applications. Despite the rising cross-disciplinary research in this field, an important …

[HTML][HTML] FTA-DETR: An efficient and precise fire detection framework based on an end-to-end architecture applicable to embedded platforms

H Zheng, G Wang, D Xiao, H Liu, X Hu - Expert Systems with Applications, 2024 - Elsevier
Timely fire alarms are crucial as they can save lives and avoid major economic losses.
However, due to the complexity of the structure, the current mainstream DETR-based fire …

YOLOv7-MA: Improved YOLOv7-based wheat head detection and counting

X Meng, C Li, J Li, X Li, F Guo, Z Xiao - Remote Sensing, 2023 - mdpi.com
Detection and counting of wheat heads are crucial for wheat yield estimation. To address the
issues of overlapping and small volumes of wheat heads on complex backgrounds, this …

A generalized model for accurate wheat spike detection and counting in complex scenarios

C Wen, Z Ma, J Ren, T Zhang, L Zhang, H Chen… - Scientific Reports, 2024 - nature.com
Wheat is a crucial crop worldwide, and accurate detection and counting of wheat spikes are
vital for yield estimation and breeding. However, these tasks are daunting in complex field …

Detection of rice panicle density for unmanned harvesters via RP-YOLO

J Sun, J Zhou, Y He, H Jia, LT Rottok - Computers and Electronics in …, 2024 - Elsevier
Rice panicle density is one of the essential bases for the automatic speed regulation of
unmanned harvesters, making density detection crucial for intelligent upgrades. Currently …

CTWheatNet: Accurate detection model of wheat ears in field

Y Guan, J Pan, Q Fan, L Yang, X Yin, W Jia - Computers and Electronics in …, 2024 - Elsevier
Wheat ear detection is an indispensable step in wheat field yield estimation and is crucial for
achieving scientific field management. However, wheat ears in the field vary in shape …

FEDformer-Based Paddy Quality Assessment Model Affected by Toxin Change in Different Storage Environments

Z Li, Q Zhang, W Dong, Y Liu, S Wei, M Zuo - Foods, 2023 - mdpi.com
The storage environment can significantly impact paddy quality, which is vital to human
health. Changes in storage can cause growth of fungi that affects grain quality. This study …

FLTrans-Net: Transformer-based feature learning network for wheat head detection

SN Yousafzai, IM Nasir, S Tehsin, NL Fitriyani… - … and Electronics in …, 2025 - Elsevier
The accurate identification of wheat heads is critical for assessing production and managing
agricultural fields effectively. One major challenge lies in detecting overlapping and small …