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defect-segmentation

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djene-mengistu / dseg_models

Star 17

This repo contains implementation of deep learning-based steel surface defect segmentation models. Extensive experiments on several deep learning frameworks have been presented with various performance analysis and comparison.

deep-learning machine-vision automation-testing transformer-models cnn-models surface-defect-detection steel-defect-detection defect-segmentation intelligent-inspection manufacturing-intelligence steel-defect-segmentation intelligent-quality-control
  • Updated May 19, 2025
  • Python

djene-mengistu / UAPS

Star 13

This repo contains implementation of uncertainty estimation, rectification, and minimization for guiding the pseudo-label learning in semi-supervised defect segmentation setting.

machine-learning semi-supervised-learning machine-vision uncertainty-estimation uncertainty-analysis pseudo-labeling defect-detection consistency-regularization defect-segmentation steel-surface-defect-detection-system intelligent-industrial-inspection
  • Updated Feb 19, 2024
  • Python

djene-mengistu / Machine-Vision-and-Anomaly-Detection-Papers

Star 8

This repo contains state-of-the-art deep learning models for industrial anomaly detection, defect segmentation, detection, and classification, with other industrial machine vision applications.

machine-learning deep-learning semi-supervised-learning image-classification segmentation machine-vision weakly-supervised-learning anomaly-detection intelligent-manufacturing defect-segmentation intelligent-inspection industrial-anomaly-detection intelligent-machine-vision-systems intelligent-manufacturing-and-automation
  • Updated Feb 19, 2025

djene-mengistu / simEps

Star 7

This repo contains implementation of semi-supervised defect segmentation based on pairwise similarity map consistency and ensemble-based cross pseudo labels

deep-learning pytorch semi-supervised-learning ensemble-learning industrial-automation machine-vision co-training pseudo-labeling defect-detection steel-defect-detection consistency-regularization defect-segmentation pairwise-similarity robotic-perception automated-inspection image-level-similarity-learning
  • Updated Sep 1, 2023
  • Python

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