Sep 15, 2026

🏭 AI Industrial Inspection

#computer-vision #efficient-net #defect-detection #pytorch #grad-cam #scikit-learn #deep-learning #transfer-learning #streamlit #industrial-inspection

AI Industrial Inspection is an end-to-end deep learning application built to classify steel surface inspection images into 10 industrial defect categories.

The project uses a trained EfficientNet-B0 model with transfer learning and balanced training. The deployed Streamlit application takes a single uploaded image and returns the predicted defect, confidence score, Top-3 predictions, and a Grad-CAM visual explanation.

Project focus: combining practical image classification, interpretable model output, and a usable web interface into one complete computer-vision workflow.

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