Waste Detection Classification ML Frameworks
Real-time detection and classification systems for solid waste, trash, garbage, and debris using computer vision and ML. Includes edge deployment and recycling/segregation applications. Does NOT include general object detection frameworks, marine/space debris detection without waste focus, or waste management logistics/routing systems.
There are 89 waste detection classification frameworks tracked. The highest-rated is garythung/trashnet at 44/100 with 690 stars.
Get all 89 projects as JSON
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| # | Framework | Score | Tier |
|---|---|---|---|
| 1 |
garythung/trashnet
Dataset of images of trash; Torch-based CNN for garbage image classification |
|
Emerging |
| 2 |
pedropro/TACO
🌮 Trash Annotations in Context Dataset Toolkit |
|
Emerging |
| 3 |
patil215/scrapsort
A convnet classifier and hardware device to automatically sort recycling materials. |
|
Emerging |
| 4 |
marine-debris/marine-debris.github.io
Quick Start Guide for MARIDA (Marine Debris Archive) |
|
Emerging |
| 5 |
sumn2u/deep-waste-app
Managing waste in fun and easy way with AI ♻️😊🤖 |
|
Emerging |
| 6 |
gicait/pLitter
pLitter is a standardized, deep learning friendly dataset and pre-trained... |
|
Emerging |
| 7 |
Salaar-Saaiem/AI-powered-Waste-Classification-System-using-deep-learning
AI-powered waste classification system using deep learning, Combines a... |
|
Emerging |
| 8 |
rikzze1/garbage-classification
Python notebook about garbage detection based on convolutional neural network |
|
Emerging |
| 9 |
gkakogeorgiou/mados
[ISPRS Journal of Photogrammetry and Remote Sensing] Detecting Marine... |
|
Emerging |
| 10 |
miguelmendesduarte/Floating-Marine-Debris-Data
This repository contains data from Sentinel-2 imagery on floating marine... |
|
Emerging |
| 11 |
emirhanai/NASA-Project-Plastic-Marine-Debris-Classification-Machine-Learning-Software
NASA Project; Plastic Marine Debris Classification-Machine Learning Software |
|
Emerging |
| 12 |
arpanpramanik2003/smart-waste-classification
This project utilizes MobileNet and the TrashNet dataset to classify waste... |
|
Experimental |
| 13 |
manuelamc14/waste-classification-model
Waste classification model to categorize waste accurately and easily. |
|
Experimental |
| 14 |
BuildForSDGCohort2/Team-253-Group-A-Frontend
CleanOut is an app built to help communities clean their neighborhood by... |
|
Experimental |
| 15 |
aniass/Waste-Classification
Waste image classification into organic or recyclable ones with CNN algorithm. |
|
Experimental |
| 16 |
deepak2233/Waste-or-Garbage-Classification-Using-Deep-Learning
This model is created using pre-trained CNN architecture (VGG16 and... |
|
Experimental |
| 17 |
danieltyukov/marine-debris-ml-model
Marine Debris Detection with Commercial Satellite Imagery and Deep Learning. |
|
Experimental |
| 18 |
Hardik-Sankhla/CNN-Plastic-Waste-Classification
A deep learning-based Plastic Waste Classification system using... |
|
Experimental |
| 19 |
pra17dod/Waste-Segregation
Waste Segregation @HackBash2021 : ML based deployed waste segregation web app |
|
Experimental |
| 20 |
lichengyuan2020/huihu-garbage-sort-miniprogram
基于深度学习的垃圾分类小程序（慧湖垃圾通） |
|
Experimental |
| 21 |
rajmachawal-py/CleanCam-AI
Smart cleanliness monitoring using AI for garbage detection, severity... |
|
Experimental |
| 22 |
hanlinc27/ecolens
🍁 native android application leveraging Google Cloud API's and custom... |
|
Experimental |
| 23 |
Dhruv-D-Bhrasadiya/Trash_Detect
Trash Detect is a comprehensive project for detecting trash using machine... |
|
Experimental |
| 24 |
AidinHamedi/Pytorch-Garbage-Classification-V2
A Pytorch project for garbage classification using the EfficientNet-B6 model... |
|
Experimental |
| 25 |
aesopdev/garbage_classification_model_smam
This repository contains garbage classification models built using PyTorch,... |
|
Experimental |
| 26 |
ashu12chi/Blow-The-Garbage
Official Droidrush repository of NPDevs team (Avishkar-2019--Annual Techfest... |
|
Experimental |
| 27 |
PrajwalChaudhary25/plastic_detection_and_classification-An-Hybrid-approach
Realtime plastic detection and classification |
|
Experimental |
| 28 |
kingardor/aegir-core
NASA Space Apps 2021 Submission for AI/ML plastic marine debris problem statement |
|
Experimental |
| 29 |
SajadTroy/AWASS
Automated Waste Analysis and Sorting System. |
|
Experimental |
| 30 |
BlueEquinoxDev/waste-detection-aidl
Open source project for waste detection developed by students of... |
|
Experimental |
| 31 |
mdzaheerjk/Discarded-Material-Identification-System
An end-to-end ML system to detect and classify waste in images/live video... |
|
Experimental |
| 32 |
16siddhanth/Leveraging-Advanced-Computer-Technologies-for-Converting-Vegetable-Waste-into-Nutritious-Animal-Feed
Real-time vegetable waste classification system with nutritional analysis... |
|
Experimental |
| 33 |
phoenixdev100/Space-debris-detection
A Python-based computer vision system for detecting and tracking space... |
|
Experimental |
| 34 |
razeenr05/InfoCycle
An AI-powered tool that identifies and classifies waste materials such as... |
|
Experimental |
| 35 |
ATATC/SortScrews
A Dataset and Baseline for Real-time Screw Sorting |
|
Experimental |
| 36 |
metehanulusoy/garbage-classifier
Garbage classification web app using MobileNet transfer learning — detects... |
|
Experimental |
| 37 |
MuchToKnow/Trash-Cam
An image-recognition disposal sorting system |
|
Experimental |
| 38 |
Hari-1903/Recylink
A platform linking users and authorities for waste management, driven by a... |
|
Experimental |
| 39 |
sahithyamadala/IPFSBasedMarinePollutionDashBoard
Tamper-Proof Marine Pollution Reporting System – A secure platform that uses... |
|
Experimental |
| 40 |
PhenomSG/CV-based-Waste-Identifier
A computer vision-based waste identifier utilizes advanced image processing... |
|
Experimental |
| 41 |
AniLeo-01/Plastic-In-River-Detection
Plastic Waste Detection in Rivers using YOLOv8 model |
|
Experimental |
| 42 |
sync-x/klear-app
An android app for waste management. |
|
Experimental |
| 43 |
Dan-Ofri/waste-classifier-fastai
Deep learning image classifier for recycling waste using FastAI transfer learning |
|
Experimental |
| 44 |
victorhmota-robotics/EcoSort-AI-Smart-Waste-Classifier
Smart waste classification system using ESP32-S3, camera vision, ultrasonic... |
|
Experimental |
| 45 |
KartikeyMish/TrashTech
TrashTech ♻️🗑️ is a Flask project powered by deep learning that classifies... |
|
Experimental |
| 46 |
NifulIslam/EWasteNet-A-Two-Stream-DeiT-Approach-for-E-Waste-Classification
Presents a novel dataset and a classifier for E-waste image classification.... |
|
Experimental |
| 47 |
MadhupriyaAdapa/GarbageClassification
This project utilizes deep learning techniques to automatically classify... |
|
Experimental |
| 48 |
Krystkowiakk/Plastic-or-Glass---Image-Classification-with-Deep-Learning
Metis project 6/7 |
|
Experimental |
| 49 |
EcoTech-WCE-Hackathon/EcoTech
A Solution to Reduce E-Waste Globally |
|
Experimental |
| 50 |
tanishq-ctrl/waste-classification
A deep learning-based web application that classifies different types of... |
|
Experimental |
| 51 |
Awais-Asghar/RecycleVision-Automated-Waste-Classification-using-EfficientlNet
Recycling fails when different types of waste get mixed together. Manual... |
|
Experimental |
| 52 |
UtkarshGupta-22/NeuroBin-AI-Powered-Smart-Waste-Segregation-System
AI-powered Smart Waste Segregation System using Computer Vision and Raspberry Pi |
|
Experimental |
| 53 |
abhinavakhil/GeoTag
GeoTag helps reduce waste effectively by geo-tracking the waste and... |
|
Experimental |
| 54 |
jakkaphatminthana/recycle_plus
Final Project |
|
Experimental |
| 55 |
ssahibsingh/wasteai-frontend
Waste AI: Snap, Sort, Succeed || Waste Segregation |
|
Experimental |
| 56 |
jerichd4c/ai-trash-sorter
Trash sorter that classifies different types of waste using AI, CNN and... |
|
Experimental |
| 57 |
Umer-Farooq-CS/Waste-Object-Detection-Segmentation
Deep Learning project for waste object detection and segmentation using... |
|
Experimental |
| 58 |
zeeshan020dev/Plastic-Objects-Detection-System-DIP
AI-powered plastic object detection system using YOLO and Streamlit that... |
|
Experimental |
| 59 |
g14ayushi/CleanIt
AI-powered waste reporting platform that enables citizens to capture and... |
|
Experimental |
| 60 |
sathish-k7/PlasticWatch-ML-based-Water-Monitoring-System
PlasticWatch, ML based web platform for detecting plastic pollution in water... |
|
Experimental |
| 61 |
Kayzucker/waste-product-classification
♻️ Classify waste images into categories using transfer learning and deploy... |
|
Experimental |
| 62 |
supriya811106/Garbage-Classification-System
A machine learning tool built with TensorFlow and the VGG16 model. It... |
|
Experimental |
| 63 |
ayush-that/IOSC_whatsmytrash
A web app with a machine learning model that can classify wastes as... |
|
Experimental |
| 64 |
SAJLENDRAPANDEY/no-waste
AI-based Waste Management System that connects industries with recycling... |
|
Experimental |
| 65 |
Vk441/swachh-insights-platform-clean
AI-powered smart waste management platform with real-time bin monitoring,... |
|
Experimental |
| 66 |
khushiiagrawal/3RVision
3RVision is an AI-powered web platform and Chrome extension that empowers... |
|
Experimental |
| 67 |
loedex/Ecosort-AI
Ecosort AI is a computer vision AI power–based web application that... |
|
Experimental |
| 68 |
ExtraCaterpiller/Waste-and-Litter-Detection
AI to combat environmental pollution |
|
Experimental |
| 69 |
bipinthecoder/Street-Litter-Detection
This Project focuses on building an Object detection model that detects... |
|
Experimental |
| 70 |
GirishInTech/CivicScan
AI-powered platform to report and track public cleanliness issues in... |
|
Experimental |
| 71 |
Suvoo/TrashCan
Automatic Garbage Seggregation Application using Deep Learning |
|
Experimental |
| 72 |
shabir-mp/Waste-Sorting-Classification
Trash Classification adalah proyek Computer Vision untuk mengklasifikasikan... |
|
Experimental |
| 73 |
Abhay-k12/Swach_Shala_HackOrbit
Swachh Shala is an AI-powered hygiene inspection and complaint management... |
|
Experimental |
| 74 |
rishig47-dev/smart-dustbin-yolov8n
Smart Dustbin using YOLOv8n for waste detection and classification |
|
Experimental |
| 75 |
akkik04/GreenGuardian
Plastic object detection model; inferenced via batch transformation pipelines |
|
Experimental |
| 76 |
Kailabs-z/smart-dustbin-yolov8n
Smart Dustbin using YOLOv8n for waste detection and classification |
|
Experimental |
| 77 |
Vikas4Das/RecycLens-Smart-Waste-Management-Awareness-Platform
Smart Waste Management 🌍 An AI-powered platform that helps you classify... |
|
Experimental |
| 78 |
KrisnaSantosa15/wastenet-garbage-classifier
This project implements an image classification system for sorting waste... |
|
Experimental |
| 79 |
jcm-ai/Real-time-Waste-Detection-System-An-End-to-End-YOLOv5-Solution
This project develops an automated waste detection system using YOLOv5 deep... |
|
Experimental |
| 80 |
luyandaaaa/Smart-Waste-Management
Smart Recycling App that uses AI to classify waste, gamifies recycling with... |
|
Experimental |
| 81 |
Not-Buddy/FerricSort
Rust-based CNN for garbage classification into 6 categories with high... |
|
Experimental |
| 82 |
hadysadya/yolov10-waste-detection
YOLOv10 for waste classification - baseline and fine-tuned training on TACO dataset |
|
Experimental |
| 83 |
edcheyjr/DrinkWasteRcycleDetector
This is an AI model using YOLO-v5 to detect drink waste produce it uses a... |
|
Experimental |
| 84 |
mehdirexon/waste-detection
This project is created for Khwarizmi Youth Festival by Mehdi Ghazanfari |
|
Experimental |
| 85 |
calvinkhoza/EcoScan
Smart Recycling App that uses AI to classify waste, gamifies recycling with... |
|
Experimental |
| 86 |
ChrisKevin18/AI-Urban-Cleanliness-Risk-System
AI-based predictive sanitation risk and waste management system for smart cities. |
|
Experimental |
| 87 |
ayush110/tossit
Waste analytics app for industrial kitchens and grocery stores to... |
|
Experimental |
| 88 |
law4percent/Sustain-a-bottle
Reverse Vending Machine. This project is like the Peso Wi-Fi vending machine... |
|
Experimental |
| 89 |
mundra-ankur/MSW_AI_Pipeline
Municipal solid waste (MSW) characterization, AI and Data pipeline to... |
|
Experimental |