We show random examples from the labels → facades dataset from our BicycleGAN model.
Key:
- Input is the input sketch.
- Ground truth is ground truth image B.
- Encoded is the reconstructed image from the encoded z vector.
- Random sample 01-20 is a synthesized image from a randomly drawn z vector. Note that the latent vectors are aligned across rows.
In other words, Random sample 04, for example, uses the same latent code across all instances.
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
|
encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
|
encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
|
encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
|
encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
|
encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
|
Random sample 04
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Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
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Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
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Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
|
Random sample 04
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Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
|
Random sample 04
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Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
|
Random sample 04
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Random sample 05
|
Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
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Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
|
Random sample 04
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Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
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Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
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Random sample 05
|
Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
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Random sample 04
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Random sample 05
|
Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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|
input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
|
Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
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encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
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groundtruth
|
encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
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Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
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Random sample 02
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Random sample 03
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Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
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Random sample 03
|
Random sample 04
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Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
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Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
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input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
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input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|
|
input
|
groundtruth
|
encoded
|
Random sample 01
|
Random sample 02
|
Random sample 03
|
Random sample 04
|
Random sample 05
|
Random sample 06
|