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[Project Addition] Terrain Recognition #636

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MohanRocks999 opened this issue May 25, 2024 · 7 comments · Fixed by #810
Closed

[Project Addition] Terrain Recognition #636

MohanRocks999 opened this issue May 25, 2024 · 7 comments · Fixed by #810
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gssoc Girlscript Summer of Code 2024 level 2 Level 2 for GSSOC Status: Assigned Assigned issue.

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@MohanRocks999
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MohanRocks999 commented May 25, 2024

Deep Learning Simplified Repository (Proposing new issue)

🔴 Project Title : Terrain Recognition

🔴 Aim : To create a DL Model based on Pytorch to recognize different types of terrains

🔴 Dataset : https://www.kaggle.com/datasets/arnaud58/landscape-pictures and custom dataset gathered using web scrapers

🔴 Approach : Using ViT (Vision Transformer), Yolov8 and EfficientNet as backbone to classify the type of terrain from the given image and evaluating their performance using a test dataset for choosing the best deep learning model for this particular scenario. The classification is straight foward with image dataset with label corresponding to their terrain class and using a "text class" label mapping during inference to return as output during inference. Also for the frontend i have plans to use either gradio or a custom react js based front-end for the demo app.


To be Mentioned while taking the issue :

  • Full name : Mohana Krishna
  • GitHub Profile Link : https://github.com/MohanRocks999
  • Email ID : [email protected]
  • Participant ID (if applicable): Mohana krishna | contributor. Discord ID: codex_mohan
  • Approach for this Project : As mentioned above.
  • What is your participant role? GSSoC 2024
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Thank you for creating this issue! We'll look into it as soon as possible. Your contributions are highly appreciated! 😊

@MohanRocks999 MohanRocks999 changed the title Terrain Recognition [Project Addition] Terrain Recognition May 25, 2024
@abhisheks008
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Assigned @MohanRocks999

@abhisheks008 abhisheks008 added Status: Assigned Assigned issue. level 2 Level 2 for GSSOC gssoc Girlscript Summer of Code 2024 labels May 25, 2024
@aryaVishal1706
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@abhisheks008 how you assign the task ? i have to find the some short of problem then you assign me that task??

@abhisheks008
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@abhisheks008 how you assign the task ? i have to find the some short of problem then you assign me that task??

Check out the issues with Up for Grabs label and are being opened by me only.

@aryaVishal1706
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@abhisheks008 can i make a translator? which translate French to English?

@abhisheks008
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@abhisheks008 can i make a translator? which translate French to English?

No dude. These full fledged deep learning projects. For discussion purposes, pleas use the Discord server or the Deep Learning Simplified thread in Project Intro section of the GSSoC server.

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Hello @MohanRocks999! Your issue #636 has been closed. Thank you for your contribution!

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Labels
gssoc Girlscript Summer of Code 2024 level 2 Level 2 for GSSOC Status: Assigned Assigned issue.
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3 participants