abhisheks008 / ML-Crate

ML-Crate stands as the ultimate hub for a multitude of exciting ML projects, serving as the go-to resource haven for passionate and dedicated ML enthusiasts!🌟💫 Devfolio URL, https://devfolio.co/projects/mlcrate-98f9
https://quine.sh/repo/abhisheks008-ML-Crate-409463050
MIT License
179 stars 215 forks source link

creating end to end marine-waste detection #610

Open NIKITA320495 opened 4 weeks ago

NIKITA320495 commented 4 weeks ago

ML-Crate Repository (Proposing new issue)

:red_circle: Project Title :End-to end marine waste detection :red_circle: Aim :to detect marine waste :red_circle: Dataset :marine-dabris dataset :red_circle: Approach : End to end marine waste detection model using yolo and html,css and js trained on sonar images

github-actions[bot] commented 4 weeks ago

Thank you for creating this issue! We'll look into it as soon as possible. Your contributions are highly appreciated! 😊

abhisheks008 commented 4 weeks ago

Please share a detailed approach for this project.

NIKITA320495 commented 4 weeks ago

@abhisheks008 This project focuses on marine waste detection using forward-looking sonar cameras on ships, leveraging deep learning and computer vision. By training a YOLO model on the marine-debris dataset of underwater images and integrating it with a Flask-based frontend, it ensures real-time detection and timely intervention of marine waste and hazards, enhancing maritime safety and environmental protection across diverse water conditions.

abhisheks008 commented 4 weeks ago

What are the models you are planning for this? @NIKITA320495

NIKITA320495 commented 4 weeks ago

@abhisheks008 yolo8n.pt pretrained model

abhisheks008 commented 4 weeks ago

Assigned you the churn prediction project

@NIKITA320495

adi271001 commented 3 weeks ago

@abhisheks008 can you please assign this to me will use 3-4models

abhisheks008 commented 3 weeks ago

@abhisheks008 can you please assign this to me will use 3-4models

Share your approach with the name of the models you are planning to implement? Mention 6-7 models.

adi271001 commented 3 weeks ago

@abhisheks008 can you please assign this to me will use 3-4models

Share your approach with the name of the models you are planning to implement? Mention 6-7 models.

my approach is data prepocessing , extracting features via methods like histograms , shape feature , texture feature using gabor filters , keypoint descriptors using sift algorithm and finally training the model using ml modles like 1. LOgistic regression 2. gradient boost 3. xgboost 4.random forest 5. svm 6. knn 7. decision trees etc and test them by dividing the dataste and plotting accuracy graphs and correlation heatmaps. please assign it to me under ssoc 2024

abhisheks008 commented 3 weeks ago

@abhisheks008 can you please assign this to me will use 3-4models

Share your approach with the name of the models you are planning to implement? Mention 6-7 models.

my approach is data prepocessing , extracting features via methods like histograms , shape feature , texture feature using gabor filters , keypoint descriptors using sift algorithm and finally training the model using ml modles like 1. LOgistic regression 2. gradient boost 3. xgboost 4.random forest 5. svm 6. knn 7. decision trees etc and test them by dividing the dataste and plotting accuracy graphs and correlation heatmaps. please assign it to me under ssoc 2024

Waiting for a confirmation from @NIKITA320495 as she opened this issue for her own contributions.

NIKITA320495 commented 3 weeks ago

@abhisheks008 sir, if there's any chance that @adi271001 and I can colaborate and then the issue is assigned to both of us , i will be glad to do so otherwise i want to work on this on my own after the completion of my bank churn prediction project

abhisheks008 commented 3 weeks ago

@abhisheks008 sir, if there's any chance that @adi271001 and I can colaborate and then the issue is assigned to both of us , i will be glad to do so otherwise i want to work on this on my own after the completion of my bank churn prediction project

Hi @adi271001 and @NIKITA320495 as per the code of conduct of this repo, one issue can be assigned to one contributor only. As it is a competiton, we can't divide the points among the contributors, that's why we can't collab you guys together.

@NIKITA320495 you can work on this issue after the completion of the assigned one. As you have opened this issue for your own contribution, you have the right to lock it for your own.

@adi271001 you can check out other open issues, opened by me and having Up for Grabs tag.

NIKITA320495 commented 2 weeks ago

hi @abhisheks008 can you please assign me this issue??

abhisheks008 commented 1 week ago

Assigned to you @NIKITA320495