Dataset · Image classification
efficientnet-v2-l-adv-dataset
by PerturbAI perturb-ai/efficientnet-v2-l-adv-dataset
Verified adversarial examples for efficientnetv2l (torchvision/EfficientNetV2LWeights.IMAGENET1KV1), produced by the Perturb network.
Rows16,521
Configurations1
Size46.9 GB
Licenseother
AccessPublicly accessible
Monthly Downloads7.7k
Dataset Card
Verified adversarial examples for efficientnetv2l (torchvision/EfficientNetV2LWeights.IMAGENET1KV1), produced by the Perturb network. Each row is one clean image together with all of its (L∞ ≤ 0.03 in [0,1] pixel scale) yet change the model's top-1 prediction. This dataset grows continuously. New rows are appended as the network produces them and uploaded in batches; re-run loaddataset (or pass downloadmode="forceredownload") to pick up the latest. Adversarial training / fine-tuning of image classifiers, and evaluation of robustness against small L∞ perturbations. For each row, (image, label) is a clean training pair and every element of adversarial is a hard example that should be…
Excerpt from the card by PerturbAI, licensed other.
Structure
default 16,521 rows
| Split | Rows | Size |
|---|---|---|
| train | 14,785 | 42.0 GB |
| validation | 870 | 2.4 GB |
| test | 866 | 2.4 GB |
image_idstringcreated_atstringimageImagewidthint32heightint32labelint32label_namestringadversariallist
Details
- Repository
- perturb-ai/efficientnet-v2-l-adv-dataset
- Publisher
- PerturbAI
- Task category
- Image classification
- Tags
- adversarial-examples, adversarial-training, robustness
- Size category
- Not stated by the source
- Languages
- Not stated by the source
- Revision
- 0c01154083cd3f6c57f10d43cf2d40c4249614c0
- Last updated
- 2026-10-16
Files
2,386 files, 46.9 GB in total.
Data2384 files · 46.9 GB
Documentation1 file · 4.0 KB
Repository1 file · 2.5 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
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| data/test/20260921T230039Z-0001.parquet | Data | 5.4 MB | b0b72dd478a2 |
| data/test/20260921T233046Z-0002.parquet | Data | 6.4 MB | f4e1c6266498 |
| data/test/20260922T003056Z-0001.parquet | Data | 4.8 MB | e87637f54ff9 |
| data/test/20260922T010101Z-0001.parquet | Data | 4.0 MB | 348ee4605f0e |
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| data/validation/20261016T000133Z-0001.parquet | Data | 1.9 MB | 031706c36871 |
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| data/validation/20261016T023235Z-0002.parquet | Data | 4.0 MB | c9c66378a1e0 |
| README.md | Documentation | 4.0 KB | — |
| .gitattributes | Repository | 2.5 KB | — |
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