Labellerr/Hands-On-Learning-in-Computer-Vision

Hands-On Learning in Computer Vision

Jupyter Notebook

579

260 commits

updated Sep 18, 2026

See the code

README

👋 Welcome to Labellerr

This repository, Labellerr Notebooks, offers a growing collection of latest tutorials and notebooks related to AI Agents, computer vision, LLMs, and AI from Labellerr. Dive in to explore the exciting world of AI-powered vision for tasks ranging from object detection and segmentation to robust object tracking and OCR.

🚀 Model Notebooks

Here you'll find a curated collection of notebooks for state-of-the-art computer vision models, categorized by their primary task.

Computer Vision in Various Domain Use-Cases

Use Case	Jupyter Notebook	YouTube (Click to view)
AI Smart Waste Classifier
AI Electronics Detection: Instance Segmentation with YOLO 11
AI Mask Detection System
AI Conveyor Belt Counter: Real-Time Dual-Lane Monitoring
Smart City Infrastructure Analysis using AI and Drone Segmentation
Fine-Tune YOLOv8 Pose for Cricket Bowling Analysis
AI Traffic Analysis: Real-Time Speed Tracking & Heatmaps using YOLO
AI Deadlift Form Analyzer: Real-Time Bar Path & Biometric Tracking with YOLO
Turn Any Sports Video into a 2D Tactical Map with AI
Build an ADAS System: Lane Detection & Mapping with YOLO
AI Fire Alert System: Real-Time Detection with YOLO & FastAPI
Depth Anything V2 + RT-DETR: Solve Object Positioning in Tilted Cameras
Build an Olympic Skating Sports Analytics System using AI
AI Retail Scanner: Automated Fashion Brands Price Tag OCR
AI Anomaly Detection in CCTV using YOLO
Bottle Cap Quality Inspection Using YOLO
Drone-Based Crop Monitoring and Counting
Build Object Counting on Conveyor Belt Pipeline with RT-DETR
Build AI Model for Smart Weed Detection for Agriculture
Fine-Tune RT-DETR for Livestock Monitoring
Fine-Tune YOLO for Quality Inspection in Manufacturing
Perimeter Sensing Using YOLO and Computer Vision
Fine-Tune YOLO and OCR for License Plate Recognition
Fine-Tune YOLO for Power Grid Inspection
Fine-Tune YOLO for Solar Panel Inspection
Fine-Tune YOLO for Structural Health Monitoring
Automate Counting of Different Blood Cell Types
Use YOLO for Microscopic Egg Cell Detection
Fine-Tune YOLO for Cell Segmentation
YOLO vs RT-DETR 2025
YOLOv8 vs YOLOv11: Model Comparison
Fine-Tune YOLOv12 for Pill Counting
Fine-Tune YOLO for Cell Counting
Fine-Tune YOLO for Fire Detection
Finding Athlete Speed Using YOLO
Real-Time Fruits Counting Using YOLO
Fine-Tune YOLO for Car Parking Monitoring
Fine-Tune YOLO for Threat Detection
Fine-Tune YOLO for Traffic Flow Counting
Using YOLO for 3D Cuboid Detection
Fine-Tune YOLO for Automated Product Counting
Fine-Tune YOLO for Football Analytics
Real-Time Intrusion Detection System with YOLO
Fine-Tune YOLO for Product Recognition in Retail Checkout
Fine-Tune YOLO for Emergency Vehicle Detection
Fine-Tune YOLO for PPE Detection

Object Detection

Model	Jupyter Notebook	Complementary	Repository / Paper
YOLO-NAS
YOLOv11
YOLOv12
RT-DETR V1 and V2
Florence 2
OWL v2

Object Segmentation

Model	Jupyter Notebook	Complementary	Repository / Paper
SAM 2
Grounding DINO + SAM
Mask2Former
SegFormer
SegGPT
Florence 2

Tracking Algorithms

Model	Jupyter Notebook	Complementary	Repository / Paper
ByteTrack
BotSORT
DeepSORT
FairMOT
StrongSORT
OC-SORT

Other Vision Tasks

Model	Jupyter Notebook	Complementary	Repository / Paper
Mistral OCR
Matching Anything by Segmenting Anything

💻 run locally

We try to make it as easy as possible to run Labellerr Notebooks in Colab and Kaggle, but if you still want to run them locally, below you will find instructions on how to do it. Remember don't install your dependencies globally, use venv.

Contributors

151 commits

43 commits

29 commits

20 commits

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Labellerr/Hands-On-Learning-in-Computer-Vision

Hands-On Learning in Computer Vision

Jupyter Notebook

579

260 commits

updated Sep 18, 2026

See the code

README

👋 Welcome to Labellerr

🚀 Model Notebooks

Here you'll find a curated collection of notebooks for state-of-the-art computer vision models, categorized by their primary task.

Computer Vision in Various Domain Use-Cases

Use Case	Jupyter Notebook	YouTube (Click to view)
AI Smart Waste Classifier
AI Electronics Detection: Instance Segmentation with YOLO 11
AI Mask Detection System
AI Conveyor Belt Counter: Real-Time Dual-Lane Monitoring
Smart City Infrastructure Analysis using AI and Drone Segmentation
Fine-Tune YOLOv8 Pose for Cricket Bowling Analysis
AI Traffic Analysis: Real-Time Speed Tracking & Heatmaps using YOLO
AI Deadlift Form Analyzer: Real-Time Bar Path & Biometric Tracking with YOLO
Turn Any Sports Video into a 2D Tactical Map with AI
Build an ADAS System: Lane Detection & Mapping with YOLO
AI Fire Alert System: Real-Time Detection with YOLO & FastAPI
Depth Anything V2 + RT-DETR: Solve Object Positioning in Tilted Cameras
Build an Olympic Skating Sports Analytics System using AI
AI Retail Scanner: Automated Fashion Brands Price Tag OCR
AI Anomaly Detection in CCTV using YOLO
Bottle Cap Quality Inspection Using YOLO
Drone-Based Crop Monitoring and Counting
Build Object Counting on Conveyor Belt Pipeline with RT-DETR
Build AI Model for Smart Weed Detection for Agriculture
Fine-Tune RT-DETR for Livestock Monitoring
Fine-Tune YOLO for Quality Inspection in Manufacturing
Perimeter Sensing Using YOLO and Computer Vision
Fine-Tune YOLO and OCR for License Plate Recognition
Fine-Tune YOLO for Power Grid Inspection
Fine-Tune YOLO for Solar Panel Inspection
Fine-Tune YOLO for Structural Health Monitoring
Automate Counting of Different Blood Cell Types
Use YOLO for Microscopic Egg Cell Detection
Fine-Tune YOLO for Cell Segmentation
YOLO vs RT-DETR 2025
YOLOv8 vs YOLOv11: Model Comparison
Fine-Tune YOLOv12 for Pill Counting
Fine-Tune YOLO for Cell Counting
Fine-Tune YOLO for Fire Detection
Finding Athlete Speed Using YOLO
Real-Time Fruits Counting Using YOLO
Fine-Tune YOLO for Car Parking Monitoring
Fine-Tune YOLO for Threat Detection
Fine-Tune YOLO for Traffic Flow Counting
Using YOLO for 3D Cuboid Detection
Fine-Tune YOLO for Automated Product Counting
Fine-Tune YOLO for Football Analytics
Real-Time Intrusion Detection System with YOLO
Fine-Tune YOLO for Product Recognition in Retail Checkout
Fine-Tune YOLO for Emergency Vehicle Detection
Fine-Tune YOLO for PPE Detection

Object Detection

Model	Jupyter Notebook	Complementary	Repository / Paper
YOLO-NAS
YOLOv11
YOLOv12
RT-DETR V1 and V2
Florence 2
OWL v2

Object Segmentation

Model	Jupyter Notebook	Complementary	Repository / Paper
SAM 2
Grounding DINO + SAM
Mask2Former
SegFormer
SegGPT
Florence 2

Tracking Algorithms

Model	Jupyter Notebook	Complementary	Repository / Paper
ByteTrack
BotSORT
DeepSORT
FairMOT
StrongSORT
OC-SORT

Other Vision Tasks

Model	Jupyter Notebook	Complementary	Repository / Paper
Mistral OCR
Matching Anything by Segmenting Anything

💻 run locally

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spmallick/learnopencv

Learn OpenCV : C++ and Python Examples

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afondiel/computer-vision-challenge

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ultralytics/ultralytics

Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic…

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Deep-Learning-101/Computer-Vision-Paper

https://deep-learning-101.github.io/Computer-Vision Computer vision (電腦視覺)

autodistill/autodistill

Images to inference with no labeling (use foundation models to train supervised models).

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z1069614715/objectdetection_script

一些关于目标检测的脚本和改进思路代码，详细请看readme.md

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Contributors

151 commits

43 commits

29 commits

20 commits

Languages

Jupyter Notebook

99.9%