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--- |
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license: mit |
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task_categories: |
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- image-segmentation |
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- image-to-text |
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language: |
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- en |
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tags: |
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- industry |
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pretty_name: DefectSpectrum |
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size_categories: |
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- 1K<n<10K |
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--- |
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# Defect Spectrum Dataset |
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Welcome to the Defect Spectrum dataset repository. This comprehensive benchmark is a granular collection of large-scale defect datasets with rich semantics, designed to push the frontier of industrial defect inspection research and applications. |
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## Overview |
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Defect inspection is a critical component within the closed-loop manufacturing system. To facilitate advanced research and development in this domain, we introduce the Defect Spectrum dataset. It offers precise, semantics-abundant, and large-scale annotations for a wide range of industrial defects. This dataset is an enhancement over existing benchmarks, providing refined annotations and introducing detailed semantic layers, allowing for the distinction between multiple defect types within a single image. |
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### Features |
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- **Semantics-Abundant Annotations**: Each defect is meticulously labeled, not just at the pixel level but with rich contextual information, providing insights into the defect type and implications. |
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- **High Precision**: Annotations are refined by experts to capture even the subtlest of defects, ensuring high precision. |
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- **Large-Scale Data**: Building on four key industrial benchmarks, Defect Spectrum stands out with its extensive coverage and depth. |
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- **Incorporates Descriptive Captions**: To bridge the gap towards Vision Language Models (VLMs), each sample is accompanied by a descriptive caption. |
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### Directory Structure |
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```plaintext |
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DefectSpectrum/ |
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├── DS-MVTec/ |
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│ ├── bottle/ |
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│ │ ├── image/ # Original images of the bottle category |
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│ │ ├── caption/ # Descriptive captions of the bottle category |
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│ │ ├── mask/ # Single channel defect masks for the bottle category |
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│ │ └── rgb_mask/ # Colored defect masks for better visualization |
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│ ├── cable/ |
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│ │ ├── image/ # Original images of the cable category |
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│ │ ├── caption/ # Descriptive captions of the cable category |
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│ │ ├── mask/ # Single channel defect masks for the cable category |
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│ │ └── rgb_mask/ # Colored defect masks for better visualization |
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│ └── ... |
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├── DS-VISION/ |
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│ └── ... |
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├── DS-DAGM/ |
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│ └── ... |
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├── DS-Cotton-Fabric/ |
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│ └── ... |
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``` |
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## To-Do List |
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- [ ] Task 1: Release DS-MVTec image-mask pairs. |
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- [ ] Task 2: Release DS-VISION, DS-DAGM, and DS-Cotton-Fabric image-mask pairs. |
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- [ ] Task 3: Release captions. |
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- [ ] Task 4: Release selected synthetic data. |
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--- |
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license: mit |
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--- |
