Convolutional neural network based encoder-decoder architectures for semantic segmentation of plants

Robust index-based semantic plant/background segmentation for RGB- images

(2020) Daniel Riehle et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Rosette plant segmentation with leaf count using orthogonal transform and deep convolutional neural network

(2020) J. Praveen Kumar et al.   MACHINE VISION AND APPLICATIONS

A review of computer vision technologies for plant phenotyping

(2020) Zhenbo Li et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Fig Plant Segmentation from Aerial Images Using a Deep Convolutional Encoder-Decoder Network

(2019) Jorge Fuentes-Pacheco et al.   Remote Sensing

UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation

(2019) Zongwei Zhou et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Joint Multi-Leaf Segmentation, Alignment, and Tracking for Fluorescence Plant Videos

(2018) Xi Yin et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A review of the use of convolutional neural networks in agriculture

(2018) A. Kamilaris et al.   JOURNAL OF AGRICULTURAL SCIENCE

A review of the use of convolutional neural networks in agriculture

(2018) A. Kamilaris et al.   JOURNAL OF AGRICULTURAL SCIENCE

Deep Learning for Plant Stress Phenotyping: Trends and Future Perspectives

(2018) Asheesh Kumar Singh et al.   TRENDS IN PLANT SCIENCE

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

(2017) Vijay Badrinarayanan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Agricultural robot dataset for plant classification, localization and mapping on sugar beet fields

(2017) Nived Chebrolu et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

Temporal dynamics of maize plant growth, water use, and leaf water content using automated high throughput RGB and hyperspectral imaging

(2016) Yufeng Ge et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A survey of image processing techniques for plant extraction and segmentation in the field

(2016) Esmael Hamuda et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A multi-sensor system for high throughput field phenotyping in soybean and wheat breeding

(2016) Geng Bai et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Finely-grained annotated datasets for image-based plant phenotyping

(2016) Massimo Minervini et al.   PATTERN RECOGNITION LETTERS

Machine Learning for High-Throughput Stress Phenotyping in Plants

(2016) Arti Singh et al.   TRENDS IN PLANT SCIENCE

Crop feature extraction from images with probabilistic superpixel Markov random field

(2015) Mengni Ye et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Leaf segmentation in plant phenotyping: a collation study

(2015) Hanno Scharr et al.   MACHINE VISION AND APPLICATIONS

Image-based plant phenotyping with incremental learning and active contours

(2013) Massimo Minervini et al.   Ecological Informatics

Accurate inference of shoot biomass from high-throughput images of cereal plants

(2011) Mahmood R Golzarian et al.   Plant Methods