Preliminary Datasets

Datasets for Benchmarking Deep Learning Classifiers: Beyond Accuracy

  • Dai, Wei, Daniel Berleant. "Benchmarking Deep Learning Classifiers: Beyond Accuracy" In-process: Under review, 2021.
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    Imperfect Google Open Images

    • We used Two-Factor corruptions for producing Imperfect Google Open Images (IGOI) as shown on Figure 1-9.
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      Fig 1. Original High Quality Images (ID=e598661eafa05210)
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      Fig 2. One-Factor Corruption
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      Fig 3. Two-Factor Corruption
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      Fig 4. Original High Quality Images (ID=3550990e75034115)
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      Fig 5. One-Factor Corruption
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      Fig 6. Two-Factor Corruption
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      Fig 7. Original High Quality Images (ID=c5cfee7e16008442)
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      Fig 8. One-Factor Corruption
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      Fig 9. Two-Factor Corruption