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Magic The Gatering Synthetic Large Image Dataset.
Synthetic images of MTG cards with the following features:
- Photorealistic rendering using BlenderProc2 and HDRI environments
- Precise card geometry with rounded corners
- Random transformations for data augmentation
- Segmentation masks for semantic segmentation training
for uncompress in ubuntu:
sudo apt install p7zip-full
7z x mtg_synthetic_large_dataset.7z.001
Dataset Structure
Train Set
/train/image - Rendered Images (jpg)
/train/keypoints - Corner keypoints (json)
/train/mask - Mask (png)
/train/temp_textures - 3d Model textures (reference)
Test Set
/test/image - Rendered Images (jpg)
/test/keypoints - Json w/Corner keypoints
/test/mask - Mask (png)
/test/temp_textures - 3d Model textures (reference)
Complete estructure
<set> - train or test
<data_type> - image / keypoint / mask
<reference> - Directory w/card information
<file> - XXX.jpg for image, XXX.png for mask, XXX.json for keypoint
Reference directory name
00173df7-a584-410c-af1d-ada9c791056a__2cfd365e-34d1-4224-b925-119000311934_woe_205_en_normal
│ ││ │ │ │ │ │
│ ││ │ │ │ │ └─ Layout
│ ││ │ │ │ └─ Language
│ ││ │ │ └─ Colector Number
│ ││ │ └─ Set
│ ││ └─ Card ID (skryfall)
│ └└─ double separator
└─ Oracle ID (skryfall)
| Component | Description | Example |
|------------------|-------------------------------------------------=-------------------------|--------------------------------------|
| oracle_id | Unique card identifier in Scryfall (identifies versions of the same card) | 00173df7-a584-410c-af1d-ada9c791056a |
| card_id | Unique identifier for this specific printing | 2cfd365e-34d1-4224-b925-119000311934 |
| set_code | Set/expansion code | woe (Wilds of Eldraine) |
| collector_number | Collector number in the set | 205 |
| lang | Language code (ISO 639-1) | en, es, ja, fr, pt, etc. |
| layout | Card layout type | normal, transform, split, etc. |
Examples:
Image (.jpg) / Mask (.png) / keypoints (.json) Examples:
Keypoints (001.json):
[[166.02081091300872, 865.1902240268578], [185.66033454854758, 359.2114138980728], [573.4461817935525, 390.0347569164927], [525.5468175245054, 908.0770135128237]]
Temp Texture:
Filename:
test/images/005ee549-1bf5-478f-bc3f-3e791bd7eecf__cd9bbbc9-b6ff-451f-aaa7-773fe42fe54b_clb_81_pt_normal/001.jpg
test/masks/005ee549-1bf5-478f-bc3f-3e791bd7eecf__cd9bbbc9-b6ff-451f-aaa7-773fe42fe54b_clb_81_pt_normal/001.png
test/keypoints/005ee549-1bf5-478f-bc3f-3e791bd7eecf__cd9bbbc9-b6ff-451f-aaa7-773fe42fe54b_clb_81_pt_normal/001.json
test/temp_textures/005ee549-1bf5-478f-bc3f-3e791bd7eecf__cd9bbbc9-b6ff-451f-aaa7-773fe42fe54b_clb_81_pt_normal_texture.jpg
MTG Dataset Analysis
Summary
| Metric | Value |
|---|---|
| Total Cards | 102,644 |
| Unique Cards | 7,715 |
| Sets Represented | 825 |
| Languages | 11 |
| Full Art Cards | 2,501 |
Color Identity Distribution
| Color Identity | Card Count |
|---|---|
| Colorless | 12,827 |
| B (Black) | 10,780 |
| R (Red) | 10,380 |
| G (Green) | 11,223 |
| U (Blue) | 10,746 |
| W (White) | 10,445 |
| GR (Green/Red) | 3,052 |
| BU (Black/Blue) | 3,171 |
| GU (Green/Blue) | 3,198 |
| UW (Blue/White) | 3,019 |
| BG (Black/Green) | 3,067 |
| GW (Green/White) | 3,238 |
| RW (Red/White) | 2,895 |
| BW (Black/White) | 2,925 |
| BR (Black/Red) | 2,910 |
| RU (Red/Blue) | 2,922 |
| BGR (Black/Green/Red) | 470 |
| BGU (Black/Green/Blue) | 472 |
| BRW (Black/Red/White) | 518 |
| BGW (Black/Green/White) | 467 |
| GRU (Green/Red/Blue) | 474 |
| BRU (Black/Red/Blue) | 565 |
| BUW (Black/Blue/White) | 618 |
| RUW (Red/Blue/White) | 391 |
| GUW (Green/Blue/White) | 512 |
| GRW (Green/Red/White) | 507 |
| BGRUW (All colors) | 722 |
| BRUW (Black/Red/Blue/White) | 25 |
| BGRU (Black/Green/Red/Blue) | 27 |
| BGRW (Black/Green/Red/White) | 12 |
| BGUW (Black/Green/Blue/White) | 30 |
| GRUW (Green/Red/Blue/White) | 36 |
Border Color Distribution
| Border Color | Card Count |
|---|---|
| Black | 95,769 |
| Gold | 989 |
| White | 2,226 |
| Yellow | 535 |
| Borderless | 2,545 |
| Silver | 580 |
Layout Distribution
| Layout | Card Count |
|---|---|
| Normal | 95,545 |
| Adventure | 1,108 |
| Split | 1,224 |
| Saga | 1,279 |
| Planar | 816 |
| Token | 561 |
| Leveler | 309 |
| Mutate | 526 |
| Scheme | 305 |
| Class | 260 |
| Prototype | 198 |
| Meld | 174 |
| Emblem | 133 |
| Case | 112 |
| Flip | 42 |
| Host | 29 |
| Augment | 17 |
| Other | 6 |
Language Distribution
| Language | Card Count |
|---|---|
| English (en) | 26,934 |
| Japanese (ja) | 11,813 |
| French (fr) | 10,203 |
| German (de) | 10,178 |
| Spanish (es) | 9,276 |
| Italian (it) | 9,105 |
| Chinese Simplified (zhs) | 7,763 |
| Portuguese (pt) | 6,558 |
| Russian (ru) | 4,632 |
| Chinese Traditional (zht) | 3,631 |
| Korean (ko) | 2,539 |
Full Art Cards by Language
| Language | Full Art Cards |
|---|---|
| English (en) | 872 |
| Japanese (ja) | 253 |
| German (de) | 235 |
| French (fr) | 234 |
| Spanish (es) | 217 |
| Italian (it) | 204 |
| Chinese Simplified (zhs) | 187 |
| Portuguese (pt) | 145 |
| Russian (ru) | 52 |
| Chinese Traditional (zht) | 51 |
| Korean (ko) | 51 |
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