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AWA2

Benchmarks

Task NameDataset NameSOTA ResultTrend
Generalized Zero-Shot LearningAWA2
S Score93.9
165
Zero-shot Image ClassificationAwA2 (test)
Metric U74.1
46
Zero-Shot LearningAWA2 (unseen)
Top-1 Acc94.9
37
Concept leakage evaluationAwA2
OIS16.01
36
Image ClassificationAWA2 GZSL
Acc (Unseen)94.9
32
Generalized Zero-Shot Learning Concept PredictionAWA2
MSE (U Component)1.6
24
Image ClassificationAwA2 clipart (ID)
Accuracy97.26
24
Continual Generalized Zero-Shot LearningAWA2
Mean Seen Accuracy (mSA)89.22
24
ClassificationAWA2 (test)
MCA (unseen)76.5
22
Image ClassificationAWA2 v1 (test)
Score U73.6
19
Generalized Zero-Shot LearningAWA2 (test)
Accuracy87.7
16
Zero-Shot RecognitionAWA2 pure ZSL setting (target classes)
Top-1 Accuracy (per-class)71.2
15
Image ClassificationAWA2
TS Metric61.2
15
Zero-shot LearningAWA2 (test)
Accuracy (a->s, Seen)90.3
15
Generalized Zero-Shot LearningAWA2 (seen unseen)
U Score51.2
10
Dynamic Continual Generalized Zero-Shot LearningAWA2 (test)
Forgetting Measure7
10
Image ClassificationAwA2 (val)
Accuracy90.04
7
Task ClassificationAwA2
Task Accuracy95.965
7
Class UnlearningAWA2
Accuracy (Forgetting, BF)89.64
6
Image ClassificationAWA2 (unseen)
Accuracy73.79
6
Image ClassificationAWA2
Training Accuracy97.08
6
Image ClassificationAWA2 (PS)
Top-1 Acc78.6
4
5-way Few-shot ClassificationAWA2 (test)
1-shot Acc90.5
3
Zero-Shot RecognitionAWA2 v1 (test)
Top-1 Acc (AWA2 ZSL)-
0
Showing 24 of 24 rows