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PerturbAI

perturb-ai

Models in Library0
Datasets in Library1
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This profile connects the 1 model and dataset record shown below to their upstream cards and sources. The library counts describe SAVRN's coverage, rather than this publisher's entire output.

Published tasks: Image classification.

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Datasets

Dataset · Image classification

efficientnet-v2-l-adv-dataset

PerturbAI

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…

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