readme

README.md

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+---
+license: mit
+task_categories:
+- image-segmentation
+- image-to-text
+language:
+- en
+tags:
+- industry
+pretty_name: DefectSpectrum
+size_categories:
+- 1K<n<10K
+---
+# Defect Spectrum Dataset
+
+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.
+
+
+## Overview
+
+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.
+
+### Features
+
+- **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.
+- **High Precision**: Annotations are refined by experts to capture even the subtlest of defects, ensuring high precision.
+- **Large-Scale Data**: Building on four key industrial benchmarks, Defect Spectrum stands out with its extensive coverage and depth.
+- **Incorporates Descriptive Captions**: To bridge the gap towards Vision Language Models (VLMs), each sample is accompanied by a descriptive caption.
+
+### Directory Structure
+
+```plaintext
+DefectSpectrum/
+├── DS-MVTec/
+│   ├── bottle/
+│   │   ├── image/         # Original images of the bottle category
+│   │   ├── caption/       # Descriptive captions of the bottle category
+│   │   ├── mask/          # Single channel defect masks for the bottle category
+│   │   └── rgb_mask/      # Colored defect masks for better visualization
+│   ├── cable/
+│   │   ├── image/         # Original images of the cable category
+│   │   ├── caption/       # Descriptive captions of the cable category
+│   │   ├── mask/          # Single channel defect masks for the cable category
+│   │   └── rgb_mask/      # Colored defect masks for better visualization
+│   └── ...
+├── DS-VISION/
+│   └── ...
+├── DS-DAGM/
+│   └── ...
+├── DS-Cotton-Fabric/
+│   └── ...
+```
+
+## To-Do List
+- [ ] Task 1: Release DS-MVTec image-mask pairs.
+- [ ] Task 2: Release DS-VISION, DS-DAGM, and DS-Cotton-Fabric image-mask pairs.
+- [ ] Task 3: Release captions.
+- [ ] Task 4: Release selected synthetic data.
+
+---
+license: mit
+---