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ResearchFormerly WizWand

Handwriting generation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

10.2FID

16

Mar 10, 2026

UWUC (Unseen Writer Unseen Content) Traditional Chinese 1.0

89.8Content Score (CS)

10

Feb 26, 2026

UWSC (Unseen Writer Same Content) Traditional Chinese 1.0

90.22Content Score (CS)

10

Feb 26, 2026

IIIT-English-Word OOV-U (Out-of-vocab, Unseen style) (test)

Ours (CONSTANT)

1.63HWD

7

Mar 10, 2026

IIIT-English-Word IV-U (In-vocab, Unseen style) (test)

1.52HWD

7

Mar 10, 2026

IIIT-English-Word OOV-S (Out-of-vocab, Seen style) (test)

Ours (CONSTANT)

0.94HWD

7

Mar 10, 2026

IIIT-English-Word IV-S (In-vocab, Seen style) (test)

Ours (CONSTANT)

0.96HWD

7

Mar 10, 2026

102.22FID

7

Feb 26, 2026

98.57FID

7

Feb 26, 2026

91.11FID

7

Feb 26, 2026

88.2FID

7

Feb 26, 2026

Japanese (UWUC)

55.09CS

6

Feb 26, 2026

92.65Content Score (CS)

6

Feb 26, 2026

0.855Content Score

4

Feb 26, 2026

97.22Content Score

4

Feb 26, 2026

TUAT Japanese dataset (test)

41.85Style Score

4

Feb 26, 2026

68.5Content Score

3

Feb 26, 2026

0.83HWD

2

Mar 10, 2026

0.48HWD

2

Mar 10, 2026