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ResearchFormerly WizWand

Recipe1M

Benchmarks

TaskDatasetSOTA resultTrendResults

Image-to-Recipe Retrieval

Recipe1M 10k setup (test)

65.5Recall@1

125

Recipe-to-Image Retrieval

Recipe1M 10k setup (test)

61.5R@1

120

Image-to-Recipe Retrieval

Recipe1M 1k setup (test)

87.5Recall@1

116

Recipe-to-Image Retrieval

Recipe1M 1k setup (test)

85.1Recall@1

110

Image-to-recipe retrieval

Recipe1M 1.0 (test)

1Median Rank

35

Recipe-to-image retrieval

Recipe1M 1.0 (test)

1MedR

30

Cross-modal Retrieval (Image-to-Recipe)

Recipe1M v1 (1k)

1MedR

28

Image-to-Textual Recipe Retrieval

Recipe1M 1k items setup 1.0

1MedR

25

Textual Recipe-to-Image Retrieval

Recipe1M 1k items setup 1.0

1MedR

24

Cross-modal Retrieval (Recipe-to-Image)

Recipe1M 10k v1

3Median Rank

13

Cross-modal Retrieval (Recipe-to-Image)

Recipe1M v1 (1k)

1Median Rank

13

Recipe Generation

Recipe1M

8.4SacreBLEU

12

Textual Recipe-to-Image Retrieval

Recipe1M 10k items setup 1.0

6MedR

12

Image-to-Textual Recipe Retrieval

Recipe1M 10k items setup 1.0

6.7MedR

12

Ingredient Recognition

Recipe1M 1.0

53.84F1 Score

6

Synthetic Image-to-Recipe Retrieval

Recipe1M (10 random 1K subsets)

1Median Rank

6

Recipe Generation

Recipe1M (test)

80.33Success Rate

6

Recipe-to-Synthetic Image Retrieval

Recipe1M (10 random 1K subsets)

1Median Rank (MedR)

4

Recipe-to-Image Synthesis

Recipe1M 10 random 1K subsets

23FID

4

Ingredient Prediction

Recipe1M (test)

0.321IoU

4

im2recipe retrieval

Recipe1M (test)

76Dessert Accuracy

3

Ingredient Prediction

Recipe1M User Study 1.0 (test)

0.325IoU

3

Ingredient prediction in cooking instructions

Recipe1M (test)

0.755Recall

2