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Benchmarks
Generative Modeling on Sequential ImageNet (Cats), CUB 200, LSUN (Churches & Towers)
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29
FID (Cats, Task 1)
Finetune
27.55
28.275
29
29.725
Mar 25, 2021
FID (Cats, Task 1)
FID (Cats, Task 2)
FID (Cats, Task 3)
FID (Cats, Task 4)
FID (Birds, Task 1)
FID (Birds, Task 2)
FID (Birds, Task 3)
FID (Birds, Task 4)
FID (Churches, Task 1)
FID (Churches, Task 2)
FID (Churches, Task 3)
FID (Churches, Task 4)
FID (Towers, Task 1)
FID (Towers, Task 2)
FID (Towers, Task 3)
FID (Towers, Task 4)
Average FID (Overall)
Updated 1mo ago
Evaluation Results
Method
Method
Links
FID (Cats, Task 1)
FID (Cats, Task 2)
FID (Cats, Task 3)
FID (Cats, Task 4)
FID (Birds, Task 1)
FID (Birds, Task 2)
FID (Birds, Task 3)
FID (Birds, Task 4)
FID (Churches, Task 1)
FID (Churches, Task 2)
FID (Churches, Task 3)
FID (Churches, Task 4)
FID (Towers, Task 1)
FID (Towers, Task 2)
FID (Towers, Task 3)
FID (Towers, Task 4)
Average FID (Overall)
Finetune
2021.03
29
156.9
189.6
182.8
-
21.2
174.5
161.5
-
-
11.4
48
-
-
-
12.7
101.2
EWC
2021.03
29
147.3
190.7
186.2
-
65.9
165.4
155.9
-
-
38.2
48.2
-
-
-
33.8
106.1
MeRGAN-RA
2021.03
29
56.4
58.2
61.3
-
50.9
53.7
65.9
-
-
23.2
28.3
-
-
-
15.7
42.8
EFT
rank configuration=a=3...
2021.03
29
29
29
29
-
44.1
44.1
44.1
-
-
32.3
32.3
-
-
-
27.2
33.1
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