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Deep-Plant: Plant Classification with CNN/RNN. It consists of CAFFE/Tensorflow implementation of our PR-17, TIP-18 (HGO-CNN & PlantStructNet) and MalayaKew dataset.

License: BSD 3-Clause "New" or "Revised" License

Shell 4.15% MATLAB 4.41% Python 91.45%
plant-classification convolutional-neural-networks plant-identification recurrent-neural-networks deep-learning hgo-cnn crop-classification plant-recognition deep-plant

deep-plant's Introduction

Deep-Plant Code Release

Updated on August 14, 2018 (HGO-CNN is updated)

Updated on June 20, 2018 (added GRU-CFA)

Updated on May 15, 2018 (merge HGO-CNN & inc. PlantStructNet in Tensorflow)

Released on May 19, 2017

Description

This consists of the implementations of our

Feedback

Suggestions and opinions of this work (both positive and negative) are greatly welcome. Please contact the authors by sending email to adeline87lee at gmail.com or cs.chan at um.edu.my.

License

The project is open source under BSD-3 license (see the LICENSE file). Codes can be used freely only for academic purpose.

For commercial purpose usage, please contact Dr. Chee Seng Chan at cs.chan at um.edu.my

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deep-plant's Issues

What's the format of train.txt and test.txt?

What's the format of train.txt and test.txt that mentioned in file: PR2017/models/FinetuneAlexNet_model_PT/train_val.prototxt, at this moment, I organize my train.txt in this format, each line is like this:
/home/a/Downloads/DataSet/Plant_Dataset/MK/D2/train_patch/Class4/Class4(7)R0_00093.jpg 4
Is this format suitable?
I download the Plant-Dataset and changed the relevant dataset path in the train_val_prototxt.Then I tested the provided trained model :finetune_flickr_style_iter_100000.caffemodel using command line: caffe test -model /home/a/Downloads/Deep-Plant/PR2017/models/FinetuneAlexNet_model_PT/train_val.prototxt -weights /home/a/Downloads/Deep-Plant/PR2017/Model/finetune_flickr_style_iter_100000.caffemodel -gpu 0 -iterations 100
But I got very poor performance, I don't know where the problem is. Could you give me some tips? Thanks a lot!

pretrained model of PlantStructNet

Hello, thanks for sharing your work. I read the paper of PlantStructNet and I am trying to test the pretrained model in the Deep-Plant/PlantStructNet/model/ folder. But it seems there is a lack of the model_13160.data-00000-of-00001 file. I wonder whether you can offer a complete tensorflow trained model. Thank you, sincerely!

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