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- .gitattributes +34 -0
- README.md +105 -3
- images/warwick_stem_00771.tif +3 -0
- images/warwick_stem_00859.tif +0 -0
- images/warwick_stem_01325.tif +3 -0
- images/warwick_stem_01344.tif +3 -0
- images/warwick_stem_01825.tif +3 -0
- images/warwick_stem_02350.tif +3 -0
- images/warwick_stem_02906.tif +3 -0
- images/warwick_stem_04052.tif +3 -0
- images/warwick_stem_04189.tif +3 -0
- images/warwick_stem_05178.tif +0 -0
- images/warwick_stem_05179.tif +0 -0
- images/warwick_stem_05182.tif +0 -0
- images/warwick_stem_05275.tif +3 -0
- images/warwick_stem_05341.tif +3 -0
- images/warwick_stem_05866.tif +3 -0
- images/warwick_stem_08058.tif +3 -0
- images/warwick_stem_08163.tif +3 -0
- images/warwick_stem_08191.tif +0 -0
- images/warwick_stem_08458.tif +3 -0
- images/warwick_stem_08460.tif +0 -0
- images/warwick_stem_08499.tif +0 -0
- images/warwick_stem_08984.tif +0 -0
- images/warwick_stem_09495.tif +3 -0
- images/warwick_stem_10536.tif +0 -0
- images/warwick_stem_10614.tif +0 -0
- images/warwick_stem_10692.tif +0 -0
- images/warwick_stem_10920.tif +3 -0
- images/warwick_stem_11208.tif +3 -0
- images/warwick_stem_11673.tif +3 -0
- images/warwick_stem_13063.tif +0 -0
- images/warwick_stem_13147.tif +0 -0
- images/warwick_stem_13429.tif +0 -0
- images/warwick_stem_13906.tif +3 -0
- images/warwick_stem_14464.tif +3 -0
- images/warwick_stem_16029.tif +3 -0
- images/warwick_stem_16095.tif +3 -0
- images/warwick_stem_16444.tif +3 -0
- images/warwick_stem_17376.tif +3 -0
- images/warwick_stem_17548.tif +3 -0
- images/warwick_stem_18008.tif +3 -0
- images/warwick_stem_18154.tif +3 -0
- images/warwick_stem_18165.tif +3 -0
- images/warwick_stem_18288.tif +3 -0
- images/warwick_stem_18383.tif +3 -0
- images/warwick_stem_19266.tif +3 -0
- images/warwick_stem_19361.tif +3 -0
- images/warwick_stem_19443.tif +3 -0
- images/warwick_stem_19500.tif +3 -0
.gitattributes
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_13906.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_01344.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_08458.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_18383.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_17548.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_09495.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_11208.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_02350.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_08163.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_04189.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_18288.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_04052.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_02906.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_18154.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_14464.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_11673.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_01825.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_01325.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_19500.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_19443.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_16029.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_00771.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_17376.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_05275.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_19266.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_10920.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_05341.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_19361.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_05866.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_18008.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_16095.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_08058.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_18165.tif filter=lfs diff=lfs merge=lfs -text
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images/warwick_stem_16444.tif filter=lfs diff=lfs merge=lfs -text
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README.md
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-
---
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license: cc-by-4.0
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-
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---
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license: cc-by-4.0
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task_categories:
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- image-to-image
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- unconditional-image-generation
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tags:
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- microscopy
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- electron-microscopy
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- STEM
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- materials-science
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size_categories:
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- 10K<n<100K
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configs:
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- config_name: default
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data_files:
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- split: train
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path:
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- metadata.csv
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dataset_info:
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features:
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- name: file_name
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dtype: image
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- name: original_filename
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dtype: string
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- name: width
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dtype: int32
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- name: height
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dtype: int32
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- name: dtype
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dtype: string
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- name: min_value
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dtype: float32
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- name: max_value
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dtype: float32
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- name: mean_value
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dtype: float32
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- name: std_value
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dtype: float32
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---
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# Warwick STEM Dataset
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A collection of 19,769 experimental scanning transmission electron microscopy (STEM) images from the University of Warwick, spanning hundreds of diverse materials projects collected between 2010 and 2018.
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## Dataset Description
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This dataset contains experimental STEM images originally published as part of the [Warwick Electron Microscopy Datasets](https://github.com/Jeffrey-Ede/datasets) by Jeffrey Ede. The images cover a wide range of materials and imaging conditions, making them useful for self-supervised pre-training of microscopy foundation models.
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## Dataset Structure
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```
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warwick_stem_dataset/
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├── README.md
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├── metadata.csv
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└── images/
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├── warwick_stem_00000.tif
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├── warwick_stem_00001.tif
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└── ... (19,769 images)
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```
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### Metadata Fields
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| Field | Type | Description |
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|-------|------|-------------|
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| `file_name` | string | Relative path to the TIFF image |
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| `original_filename` | string | Original filename from the Warwick dataset |
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| `width` | int | Image width in pixels |
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| `height` | int | Image height in pixels |
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| `dtype` | string | Pixel data type (float32) |
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| `min_value` | float | Minimum pixel intensity |
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| `max_value` | float | Maximum pixel intensity |
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| `mean_value` | float | Mean pixel intensity |
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| `std_value` | float | Standard deviation of pixel intensity |
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### Image Properties
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- **Format:** 32-bit float TIFF
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- **Resolutions:** Mixed, predominantly 2048x2048 (47%), 1024x1024 (34%), and 512x512 (9%), with various other sizes
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- **Modality:** STEM (various detector configurations)
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- **Instruments:** Multiple instruments across the University of Warwick (2010-2018)
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### Resolution Distribution
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| Resolution | Count | Percentage |
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|------------|-------|------------|
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| 2048x2048 | 7,950 | 40% |
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| 1024x1024 | 6,716 | 34% |
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| 512x512 | 3,082 | 16% |
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| Other | 2,021 | 10% |
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## Usage
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```python
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from datasets import load_dataset
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ds = load_dataset("path/to/warwick_stem_dataset")
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```
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## Source
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Original data from [Jeffrey-Ede/datasets](https://github.com/Jeffrey-Ede/datasets) on GitHub. Please cite the original work if you use this dataset.
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## License
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CC-BY-4.0
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images/warwick_stem_00771.tif
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images/warwick_stem_01344.tif
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