YOLOv5-Tassel: Detecting Tassels in RGB UAV Imagery With Improved YOLOv5 Based on Transfer Learning

Liu, Wei; Quijano, Karoll; Crawford, Melba M.

doi:10.1109/JSTARS.2022.3206399

Title: YOLOv5-Tassel: Detecting Tassels in RGB UAV Imagery With Improved YOLOv5 Based on Transfer Learning

Journal Article · 01 January 2022 · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

DOI: https://doi.org/10.1109/JSTARS.2022.3206399 · OSTI ID:1889504

^[1];

^[2];

^[3]

School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN, USA
Department of Environmental and Ecological Engineering, Purdue University, West Lafayette, IN, USA
Lyles School of Civil Engineering and School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN, USA

Not Available

View Journal Article

Cite

Export

Save

Sponsoring Organization:: USDOE Advanced Research Projects Agency - Energy (ARPA-E)

Grant/Contract Number:: AR0000593

OSTI ID:: 1889504

Journal Information:: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Journal Name: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Vol. 15; ISSN 1939-1404

Publisher:: Institute of Electrical and Electronics EngineersCopyright Statement

Country of Publication:: United States

Language:: English

References (54)

CBAM: Convolutional Block Attention Module Woo, Sanghyun; Park, Jongchan; Lee, Joon-Young Computer Vision – ECCV 2018 https://doi.org/10.1007/978-3-030-01234-2_1	book	January 2018
LabelMe: A Database and Web-Based Tool for Image Annotation Russell, Bryan C.; Torralba, Antonio; Murphy, Kevin P. International Journal of Computer Vision, Vol. 77, Issue 1-3 https://doi.org/10.1007/s11263-007-0090-8	journal	October 2007
Selective Search for Object Recognition Uijlings, J. R. R.; van de Sande, K. E. A.; Gevers, T. International Journal of Computer Vision, Vol. 104, Issue 2 https://doi.org/10.1007/s11263-013-0620-5	journal	April 2013
Deep Learning for Generic Object Detection: A Survey Liu, Li; Ouyang, Wanli; Wang, Xiaogang International Journal of Computer Vision, Vol. 128, Issue 2 https://doi.org/10.1007/s11263-019-01247-4	journal	October 2019
Attention mechanisms in computer vision: A survey Guo, Meng-Hao; Xu, Tian-Xing; Liu, Jiang-Jiang Computational Visual Media, Vol. 8, Issue 3 https://doi.org/10.1007/s41095-022-0271-y	journal	March 2022
Assessing winter wheat foliage disease severity using aerial imagery acquired from small Unmanned Aerial Vehicle (UAV) Bhandari, Mahendra; Ibrahim, Amir M. H.; Xue, Qingwu Computers and Electronics in Agriculture, Vol. 176 https://doi.org/10.1016/j.compag.2020.105665	journal	September 2020
A dual neural network for object detection in UAV images Tian, Gangyi; Liu, Jianran; Yang, Wenyuan Neurocomputing, Vol. 443 https://doi.org/10.1016/j.neucom.2021.03.016	journal	July 2021
Adversarial scale-adaptive neural network for crowd counting Chen, Xinyue; Yan, Hua; Li, Tong Neurocomputing, Vol. 450 https://doi.org/10.1016/j.neucom.2021.03.128	journal	August 2021
ECANet: Explicit cyclic attention-based network for video saliency prediction Xue, Hao; Sun, Minghui; Liang, Yanhua Neurocomputing, Vol. 468 https://doi.org/10.1016/j.neucom.2021.10.024	journal	January 2022
Vision‐aided intelligent vehicle sideslip angle estimation based on a dynamic model Liu, Wei; Xiong, Lu; Xia, Xin IET Intelligent Transport Systems, Vol. 14, Issue 10 https://doi.org/10.1049/iet-its.2019.0826	journal	August 2020
Feature Pyramid Networks for Object Detection Lin, Tsung-Yi; Dollar, Piotr; Girshick, Ross 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) https://doi.org/10.1109/CVPR.2017.106	conference	July 2017
Cascade R-CNN: Delving Into High Quality Object Detection Cai, Zhaowei; Vasconcelos, Nuno 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition https://doi.org/10.1109/CVPR.2018.00644	conference	June 2018
Squeeze-and-Excitation Networks Hu, Jie; Shen, Li; Sun, Gang 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) https://doi.org/10.1109/CVPR.2018.00745	conference	June 2018
Path Aggregation Network for Instance Segmentation Liu, Shu; Qi, Lu; Qin, Haifang 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition https://doi.org/10.1109/CVPR.2018.00913	conference	June 2018
Bottom-Up Object Detection by Grouping Extreme and Center Points Zhou, Xingyi; Zhuo, Jiacheng; Krahenbuhl, Philipp 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) https://doi.org/10.1109/CVPR.2019.00094	conference	June 2019
Bridging the Gap Between Anchor-Based and Anchor-Free Detection via Adaptive Training Sample Selection Zhang, Shifeng; Chi, Cheng; Yao, Yongqiang 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) https://doi.org/10.1109/CVPR42600.2020.00978	conference	June 2020
EfficientDet: Scalable and Efficient Object Detection Tan, Mingxing; Pang, Ruoming; Le, Quoc V. 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) https://doi.org/10.1109/CVPR42600.2020.01079	conference	June 2020
Dynamic Convolution: Attention Over Convolution Kernels Chen, Yinpeng; Dai, Xiyang; Liu, Mengchen 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) https://doi.org/10.1109/CVPR42600.2020.01104	conference	June 2020
You Only Look One-level Feature Chen, Qiang; Wang, Yingming; Yang, Tong 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) https://doi.org/10.1109/CVPR46437.2021.01284	conference	June 2021
SA-Net: Shuffle Attention for Deep Convolutional Neural Networks Zhang, Qing-Long; Yang, Yu-Bin ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) https://doi.org/10.1109/ICASSP39728.2021.9414568	conference	June 2021
Fast R-CNN Girshick, Ross 2015 IEEE International Conference on Computer Vision (ICCV) https://doi.org/10.1109/ICCV.2015.169	conference	December 2015
SCNet: Learning Semantic Correspondence Han, Kai; Rezende, Rafael S.; Ham, Bumsub 2017 IEEE International Conference on Computer Vision (ICCV) https://doi.org/10.1109/ICCV.2017.203	conference	October 2017
Mask R-CNN He, Kaiming; Gkioxari, Georgia; Dollar, Piotr 2017 IEEE International Conference on Computer Vision (ICCV) https://doi.org/10.1109/ICCV.2017.322	conference	October 2017
Focal Loss for Dense Object Detection Lin, Tsung-Yi; Goyal, Priya; Girshick, Ross 2017 IEEE International Conference on Computer Vision (ICCV) https://doi.org/10.1109/ICCV.2017.324	conference	October 2017
Deformable Convolutional Networks Dai, Jifeng; Qi, Haozhi; Xiong, Yuwen 2017 IEEE International Conference on Computer Vision (ICCV) https://doi.org/10.1109/ICCV.2017.89	conference	October 2017
CenterNet: Keypoint Triplets for Object Detection Duan, Kaiwen; Bai, Song; Xie, Lingxi 2019 IEEE/CVF International Conference on Computer Vision (ICCV) https://doi.org/10.1109/ICCV.2019.00667	conference	October 2019
FCOS: Fully Convolutional One-Stage Object Detection Tian, Zhi; Shen, Chunhua; Chen, Hao 2019 IEEE/CVF International Conference on Computer Vision (ICCV) https://doi.org/10.1109/ICCV.2019.00972	conference	October 2019
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Liu, Ze; Lin, Yutong; Cao, Yue 2021 IEEE/CVF International Conference on Computer Vision (ICCV) https://doi.org/10.1109/ICCV48922.2021.00986	conference	October 2021
HRegNet: A Hierarchical Network for Large-scale Outdoor LiDAR Point Cloud Registration Lu, Fan; Chen, Guang; Liu, Yinlong 2021 IEEE/CVF International Conference on Computer Vision (ICCV) https://doi.org/10.1109/ICCV48922.2021.01571	conference	October 2021
Field-Based Plot Extraction Using UAV RGB Images Yang, Changye; Baireddy, Sriram; Cai, Enyu 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) https://doi.org/10.1109/ICCVW54120.2021.00160	conference	October 2021
TPH-YOLOv5: Improved YOLOv5 Based on Transformer Prediction Head for Object Detection on Drone-captured Scenarios Zhu, Xingkui; Lyu, Shuchang; Wang, Xu 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) https://doi.org/10.1109/ICCVW54120.2021.00312	conference	October 2021
ViT-YOLO:Transformer-Based YOLO for Object Detection Zhang, Zixiao; Lu, Xiaoqiang; Cao, Guojin 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) https://doi.org/10.1109/ICCVW54120.2021.00314	conference	October 2021
Autonomous UAV Safety by Visual Human Crowd Detection Using Multi-Task Deep Neural Networks Papaioannidis, Christos; Mademlis, Ioannis; Pitas, Ioannis 2021 IEEE International Conference on Robotics and Automation (ICRA) https://doi.org/10.1109/ICRA48506.2021.9560830	conference	May 2021
Panicle Counting in UAV Images for Estimating Flowering Time in Sorghum Cai, Enyu; Baireddy, Sriram; Yang, Changye 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS https://doi.org/10.1109/IGARSS47720.2021.9554291	conference	July 2021
Cooperative Relative Localization for UAV Swarm in GNSS-Denied Environment: A Coalition Formation Game Approach Ruan, Lang; Li, Guangxia; Dai, Weiheng IEEE Internet of Things Journal, Vol. 9, Issue 13 https://doi.org/10.1109/JIOT.2021.3130000	journal	July 2022
Automated Vehicle Sideslip Angle Estimation Considering Signal Measurement Characteristic Liu, Wei; Xia, Xin; Xiong, Lu IEEE Sensors Journal, Vol. 21, Issue 19 https://doi.org/10.1109/JSEN.2021.3059050	journal	October 2021
Fusion-Based Feature Attention Gate Component for Vehicle Detection Based on Event Camera Cao, Hu; Chen, Guang; Xia, Jiahao IEEE Sensors Journal, Vol. 21, Issue 21 https://doi.org/10.1109/JSEN.2021.3115016	journal	November 2021
Automatic Plant Counting and Location Based on a Few-Shot Learning Technique Karami, Azam; Crawford, Melba; Delp, Edward J. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 13 https://doi.org/10.1109/JSTARS.2020.3025790	journal	January 2020
Automatic Recognition of Soybean Leaf Diseases Using UAV Images and Deep Convolutional Neural Networks Tetila, Everton Castelao; Machado, Bruno Brandoli; Menezes, Gabriel Kirsten IEEE Geoscience and Remote Sensing Letters, Vol. 17, Issue 5 https://doi.org/10.1109/LGRS.2019.2932385	journal	May 2020
Deep Learning for Unmanned Aerial Vehicle-Based Object Detection and Tracking: A survey Wu, Xin; Li, Wei; Hong, Danfeng IEEE Geoscience and Remote Sensing Magazine, Vol. 10, Issue 1 https://doi.org/10.1109/MGRS.2021.3115137	journal	March 2022
Event-Based Neuromorphic Vision for Autonomous Driving: A Paradigm Shift for Bio-Inspired Visual Sensing and Perception Chen, Guang; Cao, Hu; Conradt, Jorg IEEE Signal Processing Magazine, Vol. 37, Issue 4 https://doi.org/10.1109/MSP.2020.2985815	journal	July 2020
ORSIm Detector: A Novel Object Detection Framework in Optical Remote Sensing Imagery Using Spatial-Frequency Channel Features Wu, Xin; Hong, Danfeng; Tian, Jiaojiao IEEE Transactions on Geoscience and Remote Sensing, Vol. 57, Issue 7 https://doi.org/10.1109/TGRS.2019.2897139	journal	July 2019
An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing Hong, Danfeng; Yokoya, Naoto; Chanussot, Jocelyn IEEE Transactions on Image Processing, Vol. 28, Issue 4 https://doi.org/10.1109/TIP.2018.2878958	journal	April 2019
Knowledge Implementation and Transfer With an Adaptive Learning Network for Real-Time Power Management of the Plug-in Hybrid Vehicle Zhou, Quan; Zhao, Dezong; Shuai, Bin IEEE Transactions on Neural Networks and Learning Systems, Vol. 32, Issue 12 https://doi.org/10.1109/TNNLS.2021.3093429	journal	December 2021
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Ren, Shaoqing; He, Kaiming; Girshick, Ross IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 39, Issue 6 https://doi.org/10.1109/TPAMI.2016.2577031	journal	June 2017
A Survey of the Four Pillars for Small Object Detection: Multiscale Representation, Contextual Information, Super-Resolution, and Region Proposal Chen, Guang; Wang, Haitao; Chen, Kai IEEE Transactions on Systems, Man, and Cybernetics: Systems, Vol. 52, Issue 2 https://doi.org/10.1109/TSMC.2020.3005231	journal	February 2022
IMU-Based Automated Vehicle Body Sideslip Angle and Attitude Estimation Aided by GNSS Using Parallel Adaptive Kalman Filters Xiong, Lu; Xia, Xin; Lu, Yishi IEEE Transactions on Vehicular Technology, Vol. 69, Issue 10 https://doi.org/10.1109/TVT.2020.2983738	journal	October 2020
Flowering Time in Maize: Linkage and Epistasis at a Major Effect Locus Durand, Eléonore; Bouchet, Sophie; Bertin, Pascal Genetics, Vol. 190, Issue 4 https://doi.org/10.1534/genetics.111.136903	journal	April 2012
Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression Zheng, Zhaohui; Wang, Ping; Liu, Wei Proceedings of the AAAI Conference on Artificial Intelligence, Vol. 34, Issue 07 https://doi.org/10.1609/aaai.v34i07.6999	journal	April 2020
Plant Counting of Cotton from UAS Imagery Using Deep Learning-Based Object Detection Framework Oh, Sungchan; Chang, Anjin; Ashapure, Akash Remote Sensing, Vol. 12, Issue 18 https://doi.org/10.3390/rs12182981	journal	September 2020
New Orthophoto Generation Strategies from UAV and Ground Remote Sensing Platforms for High-Throughput Phenotyping Lin, Yi-Chun; Zhou, Tian; Wang, Taojun Remote Sensing, Vol. 13, Issue 5 https://doi.org/10.3390/rs13050860	journal	February 2021
Advancing Tassel Detection and Counting: Annotation and Algorithms Karami, Azam; Quijano, Karoll; Crawford, Melba Remote Sensing, Vol. 13, Issue 15 https://doi.org/10.3390/rs13152881	journal	July 2021
Evaluating Maize Genotype Performance under Low Nitrogen Conditions Using RGB UAV Phenotyping Techniques Buchaillot, Ma. Luisa; Gracia-Romero, Adrian; Vergara-Diaz, Omar Sensors, Vol. 19, Issue 8 https://doi.org/10.3390/s19081815	journal	April 2019
Real-Time Detection for Wheat Head Applying Deep Neural Network Gong, Bo; Ergu, Daji; Cai, Ying Sensors, Vol. 21, Issue 1 https://doi.org/10.3390/s21010191	journal	December 2020

Similar Records

YOLOv5-Tassel: Detecting Tassels in RGB UAV Imagery With Improved YOLOv5 Based on Transfer Learning

Journal Article · 2022 · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · OSTI ID:1980430

Liu, Wei; Quijano, Karoll; Crawford, Melba M.

Automated ortho-rectification of UAV-based hyperspectral data over an agricultural field using frame RGB imagery

Journal Article · 2016 · Remote Sensing · OSTI ID:1362128

Habib, Ayman; Han, Youkyung; Xiong, Weifeng; +3 more

Improving Orthorectification of UAV-Based Push-Broom Scanner Imagery Using Derived Orthophotos From Frame Cameras

Journal Article · 2017 · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · OSTI ID:1536621

Habib, Ayman; Xiong, Weifeng; He, Fangning; +2 more

Title: YOLOv5-Tassel: Detecting Tassels in RGB UAV Imagery With Improved YOLOv5 Based on Transfer Learning

Citation Formats

References (54)

Similar Records

Related Subjects