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visual domain decathlon (10 tasks)
Continual Learning on visual domain decathlon (10 tasks)
Metric: decathlon discipline (Score) (higher is better)
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#
Model
↕
decathlon discipline (Score)
▼
Augmentations
Paper
Date
↕
Code
1
NetTailor
3744
No
NetTailor: Tuning the Architecture, Not Just the...
2019-06-29
Code
2
Depthwise Soft Sharing
3507
No
Depthwise Convolution is All You Need for Learni...
2019-02-03
Code
3
Parallel Res. adapt.
3412
No
Efficient parametrization of multi-domain deep n...
2018-03-27
Code
4
Depthwise Sharing
3234
No
Depthwise Convolution is All You Need for Learni...
2019-02-03
Code
5
Series Res. adapt.
3159
No
Efficient parametrization of multi-domain deep n...
2018-03-27
Code
6
Res. adapt. (large)
3131
No
Learning multiple visual domains with residual a...
2017-05-22
Code
7
DAN
2851
No
Incremental Learning Through Deep Adaptation
2017-05-11
-
8
Piggyback
2838
No
Piggyback: Adapting a Single Network to Multiple...
2018-01-19
Code
9
Res. adapt. finetune all
2643
No
Learning multiple visual domains with residual a...
2017-05-22
Code
10
Res. adapt. decay
2621
No
Learning multiple visual domains with residual a...
2017-05-22
Code
11
LwF
2515
No
Learning without Forgetting
2016-06-29
Code
12
Res. adapt. dom-pred
2503
No
Learning multiple visual domains with residual a...
2017-05-22
Code
13
Res. adapt.
2118
No
Learning multiple visual domains with residual a...
2017-05-22
Code
14
BN adapt.
1363
No
Universal representations:The missing link betwe...
2017-01-25
-