Severe sensitivity to Contrast Decrease

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Vulnerability Info

Vulnerability Typeperformance
CVE Number
Created Date2023/01/18
Reported By@robustintelligence

    Affected Versions

    @0e2e09bf35f200bbca97e509cdfb6a8af0b0bc8110 December 2022



    A Contrast Decrease test was performed on swinv2-large-patch4-window12to24-192to384-22kto1k-ft, in which a 12% failure rate was observed. In at least one case, the model's prediction changed 0.45.

    Test Information

    This test measures the robustness of the model to Contrast Decrease transformations. It does this by taking a sample input, decrease image contrast, and measuring the behavior of the model on the transformed input.

    Why is this important?

    Production inputs can have unusual variations amongst many different dimensions, ranging from lighting changes to sensor errors to compression artifacts. It is important that the models are robust to the introduction of such variations.

    Model Information

    • Model name: swinv2-large-patch4-window12to24-192to384-22kto1k-ft
    • Model package URL: pkg:huggingface/microsoft/swinv2-large-patch4-window12to24-192to384-22kto1k-ft@0e2e09bf35f200bbca97e509cdfb6a8af0b0bc81
    • Macro F1 score on reference / evaluation: 0.91 / 0.83
    • Multiclass accuracy on reference / evaluation: 0.91 / 0.84
    • Multiclass AUC on reference / evaluation: 1.00 / 1.00
    • Macro Precision on reference / evaluation: 0.93 / 0.86
    • Macro Recall on reference / evaluation: 0.91 / 0.84

    This report was automatically generated by the scanning engine rime-0.21.0rc4.post195+git.2a88076b.d on 2023-01-18 00:18.

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    Robust Intelligence
    Helpfulness score: 5