Clear
Benchmarks
TaskDatasetSOTA resultTrendResults
CLEAR10 ID
99.66AUROC (COCO)
40
CLEAR100 ID
97.37AUROC (COCO)
40
CLEAR 1.0 (Retain)
70.9Accuracy
32
CLEAR
4Error Rate
24
CLEAR
32.4Forget VQA Accuracy
16
CLEAR (test 2)
44Forget Accuracy
16
CLEAR (test 1)
42Forget Accuracy
16
CLEAR Real-world 1.0
94.7Acc
16
CLEAR 1.0 (Retain)
0.352R-L Score
16
CLEAR Forget 1.0
0.367R-L Score
16
CLEAR Forget 1.0
34.2Accuracy
16
CLEAR-10
67.67Accuracy
13
CLEAR100 11 experiences (streaming online)
51.5Final Accuracy
9
CLEAR (Realworld)
74.66Accuracy (Realworld)
5
CLEAR 5% forget
42Forget Gen.
5
CLEAR 5% Forget
78.19Accuracy (Forget Set)
5
CLEAR Bias
82.9Age Performance
5
CLEAR-100
92Accuracy
4
CLEAR-10
97Accuracy
4
CLEAR
0.735Pearson Correlation
4
CLEAR Real QA
76.6Accuracy (Aut)
4
CLEAR (Retain)
4.21Recall
4
CLEAR (Forget)
62Recall
4
Clear-Real (test)
0.041RMSE
4
CLEAR Control Group
287.85Time per 1000 Iterations
3