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Close-up of a fabric swatch with a flagged weft slub defect, alongside a detection results table and a defect class distribution pie chart for the Fabric Defect Detection using CNN project.
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Fabric Defect Detection using CNN

This project builds a CNN classifier that detects weaving defects in textile images for automated quality checks. Trained on...

Python 3.10 · TensorFlow/Keras · CNN training & inference NumPy · pandas · dataset handling & metrics Matplotlib · Seaborn · training curves & confusion matrix
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Cover thumbnail showing banana and mango ripeness grading stages, for the CNN-based fruit ripeness classification project.
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Fruit Ripeness Classification using CNN

This project builds a CNN classifier that grades fruit ripeness stages — unripe, ripe, overripe — from photographs of bananas...

OpenCV NumPy Pandas
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Illustration of railway tracks next to a CNN fault-inspection report panel showing detection metrics, a bar chart of defect counts, and sample fault classifications with confidence scores.
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Railway Track Fault Detection using CNN

This project builds a CNN-based visual inspector that flags visible surface faults in railway track photographs. Trained on t...

Python 3.10 · TensorFlow/Keras · CNN training & inference OpenCV · image loading · resizing · contrast enhancement NumPy · pandas · dataset handling & metrics
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Steel Surface Defect Detection using CNN — project thumbnail preview
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Steel Surface Defect Detection using CNN

This project builds a convolutional neural network that classifies steel surface defects into the six families of the NEU sur...

Jupyter notebook Python 3 TensorFlow · Keras
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Wildfire monitoring illustration: a forest landscape with a smoke plume rising, as flagged by the CNN smoke classifier.
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Wildfire Smoke Detection using CNN

This project builds an early-warning prototype that watches forest camera feeds for smoke plumes. A ResNet or EfficientNet CN...

Python 3.10 · PyTorch · CNN training & inference torchvision · pretrained ResNet & EfficientNet backbones HPWREN fire & smoke imagery · public camera feeds
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Solar panel cell electroluminescence image with a CNN defect-detection overlay highlighting cracks and hotspot regions.
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Solar Panel Defect Detection using CNN

This project builds an inspection assistant that spots solar-cell defects from electroluminescence (EL) imagery. A ResNet or...

NumPy · scikit-learn · metrics & confusion matrix Python 3.10 · PyTorch · CNN training & inference torchvision · pretrained ResNet & EfficientNet backbones
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Queue monitoring illustration: a camera view over a service counter with people detected and counted inside a queue region of interest.
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Queue Length Estimation using YOLO

This project builds a camera-based queue monitor that counts people waiting at a service counter. A YOLOv8 person detector tr...

Python 3.10 · PyTorch · YOLOv8 training & inference Ultralytics YOLOv8 · person detection CrowdHuman · dense person annotations · Shao et al.
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Aerial drone view of an illegal garbage dump site with scattered litter piles along a dirt road, marked with a detection overlay.
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Garbage Dump Detection in Drone Imagery using YOLO

This project builds a drone-survey tool that finds illegal garbage dumps from the air. A YOLOv8 detector trained on the TACO...

Python 3.10 · PyTorch · YOLOv8 training & inference Jupyter notebook · evaluation: precision · recall · mAP Ultralytics YOLOv8 · litter & dump detection
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Retail shelf monitoring illustration: a YOLO-based detector flagging out-of-stock gaps on supermarket shelves.
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Retail Shelf Out-of-Stock Detection using YOLO

This project builds a retail shelf monitor that turns shelf photographs into out-of-stock alerts. A YOLOv8 detector trained o...

Python 3.10 · PyTorch · YOLOv8 training & inference Ultralytics YOLOv8 · real-time object detection SKU-110K · 11 · 762 dense retail shelf images
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