| --- |
| configs: |
| - config_name: split_20250821_120925 |
| data_files: |
| - split: train |
| path: data/split_20250821_120925.parquet |
| - config_name: split_20250821_122924 |
| data_files: |
| - split: train |
| path: data/split_20250821_122924.parquet |
| - config_name: split_20250821_123925 |
| data_files: |
| - split: train |
| path: data/split_20250821_123925.parquet |
| - config_name: split_20250821_124926 |
| data_files: |
| - split: train |
| path: data/split_20250821_124926.parquet |
| - config_name: split_20250821_130425 |
| data_files: |
| - split: train |
| path: data/split_20250821_130425.parquet |
| - config_name: split_20250821_131426 |
| data_files: |
| - split: train |
| path: data/split_20250821_131426.parquet |
| - config_name: split_20250821_133425 |
| data_files: |
| - split: train |
| path: data/split_20250821_133425.parquet |
| - config_name: split_20250821_134425 |
| data_files: |
| - split: train |
| path: data/split_20250821_134425.parquet |
| - config_name: split_20250821_140445 |
| data_files: |
| - split: train |
| path: data/split_20250821_140445.parquet |
| - config_name: split_20250821_141427 |
| data_files: |
| - split: train |
| path: data/split_20250821_141427.parquet |
| - config_name: split_20250821_142925 |
| data_files: |
| - split: train |
| path: data/split_20250821_142925.parquet |
| - config_name: split_20250821_143429 |
| data_files: |
| - split: train |
| path: data/split_20250821_143429.parquet |
| - config_name: split_20250821_145425 |
| data_files: |
| - split: train |
| path: data/split_20250821_145425.parquet |
| - config_name: split_20250821_150928 |
| data_files: |
| - split: train |
| path: data/split_20250821_150928.parquet |
| - config_name: split_20250821_152925 |
| data_files: |
| - split: train |
| path: data/split_20250821_152925.parquet |
| - config_name: split_20250821_155424 |
| data_files: |
| - split: train |
| path: data/split_20250821_155424.parquet |
| - config_name: split_20250821_161924 |
| data_files: |
| - split: train |
| path: data/split_20250821_161924.parquet |
| - config_name: split_20250821_163927 |
| data_files: |
| - split: train |
| path: data/split_20250821_163927.parquet |
| - config_name: split_20250821_170937 |
| data_files: |
| - split: train |
| path: data/split_20250821_170937.parquet |
| - config_name: split_20250821_173926 |
| data_files: |
| - split: train |
| path: data/split_20250821_173926.parquet |
| - config_name: split_20250821_180425 |
| data_files: |
| - split: train |
| path: data/split_20250821_180425.parquet |
| - config_name: split_20250821_182427 |
| data_files: |
| - split: train |
| path: data/split_20250821_182427.parquet |
| - config_name: split_20250821_184448 |
| data_files: |
| - split: train |
| path: data/split_20250821_184448.parquet |
| - config_name: split_20250821_185537 |
| data_files: |
| - split: train |
| path: data/split_20250821_185537.parquet |
| - config_name: split_20250821_191036 |
| data_files: |
| - split: train |
| path: data/split_20250821_191036.parquet |
| - config_name: split_20250821_192503 |
| data_files: |
| - split: train |
| path: data/split_20250821_192503.parquet |
| - config_name: split_20250821_194436 |
| data_files: |
| - split: train |
| path: data/split_20250821_194436.parquet |
| - config_name: split_20250821_195938 |
| data_files: |
| - split: train |
| path: data/split_20250821_195938.parquet |
| - config_name: split_20250821_200935 |
| data_files: |
| - split: train |
| path: data/split_20250821_200935.parquet |
| - config_name: split_20250821_201430 |
| data_files: |
| - split: train |
| path: data/split_20250821_201430.parquet |
| - config_name: split_20250821_203929 |
| data_files: |
| - split: train |
| path: data/split_20250821_203929.parquet |
| - config_name: split_20250822_081634 |
| data_files: |
| - split: train |
| path: data/split_20250822_081634.parquet |
| - config_name: split_20250823_101844 |
| data_files: |
| - split: train |
| path: data/split_20250823_101844.parquet |
| - config_name: split_20250823_212018 |
| data_files: |
| - split: train |
| path: data/split_20250823_212018.parquet |
| - config_name: split_20250824_091637 |
| data_files: |
| - split: train |
| path: data/split_20250824_091637.parquet |
| - config_name: split_20250825_011818 |
| data_files: |
| - split: train |
| path: data/split_20250825_011818.parquet |
| - config_name: split_20250826_011735 |
| data_files: |
| - split: train |
| path: data/split_20250826_011735.parquet |
| - config_name: split_20250826_201630 |
| data_files: |
| - split: train |
| path: data/split_20250826_201630.parquet |
| - config_name: split_20250827_171634 |
| data_files: |
| - split: train |
| path: data/split_20250827_171634.parquet |
| - config_name: split_20250828_171741 |
| data_files: |
| - split: train |
| path: data/split_20250828_171741.parquet |
| - config_name: split_20250829_152007 |
| data_files: |
| - split: train |
| path: data/split_20250829_152007.parquet |
| - config_name: split_20250830_121729 |
| data_files: |
| - split: train |
| path: data/split_20250830_121729.parquet |
| - config_name: split_20250831_101744 |
| data_files: |
| - split: train |
| path: data/split_20250831_101744.parquet |
| - config_name: split_20250901_051630 |
| data_files: |
| - split: train |
| path: data/split_20250901_051630.parquet |
| - config_name: split_20250901_221746 |
| data_files: |
| - split: train |
| path: data/split_20250901_221746.parquet |
| - config_name: split_20250902_181639 |
| data_files: |
| - split: train |
| path: data/split_20250902_181639.parquet |
| - config_name: split_20250903_171626 |
| data_files: |
| - split: train |
| path: data/split_20250903_171626.parquet |
| - config_name: split_20250904_141819 |
| data_files: |
| - split: train |
| path: data/split_20250904_141819.parquet |
| - config_name: split_20250905_112051 |
| data_files: |
| - split: train |
| path: data/split_20250905_112051.parquet |
| - config_name: split_20250906_101618 |
| data_files: |
| - split: train |
| path: data/split_20250906_101618.parquet |
| - config_name: split_20250907_061726 |
| data_files: |
| - split: train |
| path: data/split_20250907_061726.parquet |
| - config_name: split_20250908_031640 |
| data_files: |
| - split: train |
| path: data/split_20250908_031640.parquet |
| - config_name: split_20250908_231634 |
| data_files: |
| - split: train |
| path: data/split_20250908_231634.parquet |
| - config_name: split_20250909_231638 |
| data_files: |
| - split: train |
| path: data/split_20250909_231638.parquet |
| - config_name: split_20250910_211645 |
| data_files: |
| - split: train |
| path: data/split_20250910_211645.parquet |
| - config_name: split_20250911_191641 |
| data_files: |
| - split: train |
| path: data/split_20250911_191641.parquet |
| - config_name: split_20250912_171724 |
| data_files: |
| - split: train |
| path: data/split_20250912_171724.parquet |
| - config_name: split_20250913_201617 |
| data_files: |
| - split: train |
| path: data/split_20250913_201617.parquet |
| - config_name: split_20250914_181635 |
| data_files: |
| - split: train |
| path: data/split_20250914_181635.parquet |
| - config_name: split_20250915_141646 |
| data_files: |
| - split: train |
| path: data/split_20250915_141646.parquet |
| - config_name: split_20250916_181648 |
| data_files: |
| - split: train |
| path: data/split_20250916_181648.parquet |
| dataset_info: |
| features: |
| - name: media_hash |
| dtype: string |
| - name: model_name |
| dtype: string |
| - name: label |
| dtype: int64 |
| - name: timestamp |
| dtype: int64 |
| - name: file_age_hours |
| dtype: float32 |
| - name: media_image |
| dtype: image |
| --- |
| |
| # BitMind Image Benchmarks |
|
|
| This dataset contains AI-generated image samples. |
|
|
| ## Dataset Structure |
|
|
| Each config represents a batch upload with: |
| - Parquet files in `data/` containing image data and metadata |
|
|
| ## Loading the Dataset |
|
|
| ```python |
| from datasets import load_dataset |
| |
| # List available configs (timestamps) |
| configs = ['split_20250821_110436', 'split_20250821_112432', ...] |
| |
| # Load specific config |
| dataset = load_dataset('bitmind/bm-image-benchmarks', 'split_20250821_110436') |
| |
| # Access data |
| for sample in dataset['train']: |
| print(f"Model: {sample['model_name']}") |
| print(f"Label: {sample['label']}") |
| # sample['media_image'] contains the PIL Image |
| image = sample['media_image'] |
| image.show() # Display the image |
| ``` |
|
|
| ## Processing Images |
|
|
| ```python |
| from datasets import load_dataset |
| from PIL import Image |
| |
| # Load dataset (images and metadata) |
| config = 'split_20250821_110436' # Use your desired config |
| dataset = load_dataset('bitmind/bm-image-benchmarks', config) |
| |
| # Process images with metadata |
| for sample in dataset['train']: |
| image = sample['media_image'] # PIL Image object |
| print(f"Model: {sample['model_name']}") |
| print(f"Label: {sample['label']}") |
| print(f"Hash: {sample['media_hash']}") |
| |
| # Your image processing code here |
| # image.save(f"{sample['media_hash']}.png") |
| ``` |
|
|