List your company

ResearchFormerly WizWand

AwA

Benchmarks

TaskDatasetSOTA resultTrendResults

Zero-shot Learning

AWA2

0.935Top-1 Accuracy

133

Generalized Zero-Shot Learning

AWA1

91.3S Score

49

Generalized few-shot learning

AWA2

96Accuracy

48

AwA2

98.88Class Accuracy

41

Generalized Zero-Shot Learning

AWA

93.1U Metric

41

Generalized Few-Shot Learning

AWA Two-Level distributions (test)

83.3Harmonic Mean Accuracy (Acc_H)

37

Task Classification

AWA Inc

97.58Task Accuracy

35

Task Classification

AWA

100Task Accuracy

35

Zero-Shot Recognition

AwA (test)

68.6Avg Top-1 Acc

34

Image Classification

AWA1

64.6Test Set Score (ts)

30

Zero-Shot Learning

AWA

93Top-1 Accuracy

30

Zero-Shot Recognition

AWA1 (test)

70.3Top-1 Accuracy

25

Zero-shot Learning

AWA1

71.3Top-1 Accuracy

25

Image Classification

AwA2 clipart (OOD)

90.26Accuracy

24

Generalized Zero-Shot Learning

AWA1 (test)

82.2Accuracy

24

Continual Generalized Zero-Shot Learning

AWA1

85.01mSA (Seen)

22

Zero-shot classification

AwA 10-way 0-shot conventional setting

86.7Hit@1 Accuracy

18

Zero-Shot Learning

AWA2 (Proposed Split)

70.4Top-1 Acc (Class-Avg)

15

Zero-shot Image Classification

AwA1 (test)

68.4Top-1 Accuracy

14

Image Classification

AwA

57.9Unseen Top-1 Acc

13

Zero-shot Learning

AwA (unseen)

0.706Top-1 Accuracy

13

Generalized Zero-Shot Learning

AWA (test)

59.6Yu Score

12

AwA (test)

0.635Accuracy

12

Image Classification

AWA1 (unseen)

73.1Accuracy

12

Lifelong Learning

AWA Split

66.8AT (%)

12