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Papers Benchmarks Datasets Tasks

UnlearnCanvas dataset and benchmarks · SOTA2 Research

Research Datasets

UnlearnCanvas

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Style Unlearning

UnlearnCanvas

1UA

36

Object Unlearning

UnlearnCanvas

98.55Unlearning Accuracy (UA)

31

Object concept unlearning

UnlearnCanvas

94.65Unlearning Accuracy (UA)

23

Concept Unlearning

UnlearnCanvas

94.85Total Avg. Acc

22

Art Style Unlearning

UnlearnCanvas Van Gogh style

40.93FID

18

UnlearnCanvas

96.2Unlearning Accuracy (UA)

13

UnlearnCanvas

98.58UA

13

Concept Unlearning

UnlearnCanvas object concept unlearning

94.65Unlearning Accuracy

11

Object Unlearning

UnlearnCanvas

94.31Unlearning Accuracy (UA)

11

Object Sequential Unlearning

UnlearnCanvas Object Concepts (test)

100Unlearning Accuracy (T1)

10

Object Concept Unlearning

UnlearnCanvas (IRA images)

33.35FID

8

Machine Unlearning

UnlearnCanvas SD-V1.5

39Time (s)

7

Object Forgetting

UnlearnCanvas SD-V1.5

97.91Unlearning Accuracy (UA)

7

Style Forgetting

UnlearnCanvas SD-V1.5

99.26Unlearning Accuracy (UA)

7

Object Forgetting

UnlearnCanvas SD-V3

98.8Unlearning Accuracy (UA)

7

Style Forgetting

UnlearnCanvas SD-V3

99.62Unlearning Accuracy (UA)

7

Object Unlearning

UnlearnCanvas objects

97.6Object UA (Before)

4

Popular tasks

Object Unlearning Concept Unlearning Style Forgetting Object Forgetting Object concept unlearning

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