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Fail Cases Study

Fail Cases

use swin_b in different models comparisons.

  • training set (N=20000) confuse_matrix image

  • val set (N=1250) confuse_matrix image

  • test set (N=1250) confuse_matrix image

Conclusion

After observation, there are some major types of fail cases:

  • Not dogs and cats
  • Ambiguous label, there are dogs and cats shown in the same image
  • Cartoon style
  • Low resolution or object was too small