Tree Image Classification using TF or Pytorch

CodeFlowOrg / forestTreesTagging

This project has the vision to assist the officials for Forest trees census and tagging each tree with proper location (latitude and longitude), tree type, and other arguments. and further had the plan to apply data analysis over-collected data.

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Tree Image Classification using TF or Pytorch #12

Open DARK-art108 opened 3 years ago

DARK-art108 commented 3 years ago

Task#1

[ ] Implement Tree Image Classification using Tensorflow or Pytorch [No Barrier on Framework]
[ ] Make use of Transfer Learning[Means use Pretrained Models like Resnet's, VGG, InceptionV3]
[ ] Save the model in the format of model.bin or model.h5
[ ] Apply different Data Augmentation techniques and resizing is important.

Dataset [Scrap By Yourself]

The dataset contains the images of Multiple categories of Tree-like Banana, Banyan, and others. Scrap the different tree images from google make sure you have scraped a maximum of 150 from each category.

Make a global folder, which has other folders of different categories of trees, and make sure that the folders are in alphabetical order with starting with a lower case letter.

Aditi0102 commented 3 years ago

Hello, I would like to contribute to this issue under GSSOC'21. Please assign me this issue.

DARK-art108 commented 3 years ago

@Aditi0102 You can go ahead with the task, raise PR, and then I will take a look at it.

Aditi0102 commented 3 years ago

Thank you :)

Aditi0102 commented 3 years ago

Hello @DARK-art108, I've been working on this problem and have finished training my model, but at the time of upload, Git is unable to push a .h5 file to a remote repository. I've been trying it for a few days now and I've discovered that it's because of the large file size. And let me know what you think I should do. Thank you so much

DARK-art108 commented 3 years ago

@Aditi0102 zip the file drop in the Google drive with public access, and the model code file will be pushed to the repo, make sure you create a global folder and keep everything inside it and then push

Aditi0102 commented 3 years ago

Hello @DARK-art108, I have sent a pull request regarding this issue, kindly review it. Thank You

saidrishya commented 3 years ago

Hi, If the issue is still open, I would like to work on it. I am a GSSOC participant.