# Continual Learning on ImageNet-R Si-Blurry (test)

Source: [Continual Learning on ImageNet-R Si-Blurry (test)](<https://www.sota2.com/research/sota/continual-learning-on-imagenet-r-si-blurry-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:21:29.564Z

Evaluation of Continual Learning performance on the test split of the ImageNet-R Si-Blurry dataset, reporting metrics AAUC, AAvg, and ALast.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Continual Learning |
| Dataset (including any stated split) | ImageNet-R Si-Blurry (test) |
| Metric | AAUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [AAUC](<https://www.sota2.com/research/sota/continual-learning-on-imagenet-r-si-blurry-test.md?metric=AAUC>): Higher is better; unit: PERCENT.

- [AAvg](<https://www.sota2.com/research/sota/continual-learning-on-imagenet-r-si-blurry-test.md?metric=AAvg>): Higher is better; unit: PERCENT.

- [ALast](<https://www.sota2.com/research/sota/continual-learning-on-imagenet-r-si-blurry-test.md?metric=ALast>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AAUC | Result date | Report paper |
| --- | --- | --- | --- |
| MVP-R | 47.16 | Not recorded | 68fa758f1e209131cea68a1b |
| MVP-R | 43.28 | Not recorded | 68fa758f1e209131cea68a1b |
| GACL | 41.68 | Not recorded | 68fa758f1e209131cea68a1b |
| ER | 39.31 | Not recorded | 68fa758f1e209131cea68a1b |
| EWC++ | 36.31 | Not recorded | 68fa758f1e209131cea68a1b |
| ER | 35.96 | Not recorded | 68fa758f1e209131cea68a1b |
| MVP | 35.77 | Not recorded | 68fa758f1e209131cea68a1b |
| SLDA | 33.11 | Not recorded | 68fa758f1e209131cea68a1b |
| EWC++ | 32.81 | Not recorded | 68fa758f1e209131cea68a1b |
| RM | 32.34 | Not recorded | 68fa758f1e209131cea68a1b |
| DualPrompt | 30.44 | Not recorded | 68fa758f1e209131cea68a1b |
| L2P | 30.21 | Not recorded | 68fa758f1e209131cea68a1b |
| LwF | 29.41 | Not recorded | 68fa758f1e209131cea68a1b |
| RM | 22.45 | Not recorded | 68fa758f1e209131cea68a1b |

### MVP-R

AAUC: 47.16. Result ID: 6993d31f3a6c31484918d037.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70561e209131cea4a5ca.md>)

Recorded evaluation configuration: {"Mem Size":"2000","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### MVP-R

AAUC: 43.28. Result ID: 6993d31f3a6c31484918d03b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70561e209131cea4a5ca.md>)

Recorded evaluation configuration: {"Mem Size":"500","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### GACL

AAUC: 41.68. Result ID: 6993d31f3a6c31484918d041.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Implementation](<https://github.com/ZHUANGHP/Analytic-continual-learning>)

Recorded evaluation configuration: {"Mem Size":"0","EFCIL":true,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### ER

AAUC: 39.31. Result ID: 6993d31f3a6c31484918d035.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b71e209131cea120af.md>)

Recorded evaluation configuration: {"Mem Size":"2000","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### EWC++

AAUC: 36.31. Result ID: 6993d31f3a6c31484918d034.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Mem Size":"2000","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### ER

AAUC: 35.96. Result ID: 6993d31f3a6c31484918d039.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b71e209131cea120af.md>)

Recorded evaluation configuration: {"Mem Size":"500","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### MVP

AAUC: 35.77. Result ID: 6993d31f3a6c31484918d03f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70561e209131cea4a5ca.md>)

Recorded evaluation configuration: {"Mem Size":"0","EFCIL":true,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### SLDA

AAUC: 33.11. Result ID: 6993d31f3a6c31484918d040.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675f1e209131cea15fc5.md>)

Recorded evaluation configuration: {"Mem Size":"0","EFCIL":true,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### EWC++

AAUC: 32.81. Result ID: 6993d31f3a6c31484918d038.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Mem Size":"500","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### RM

AAUC: 32.34. Result ID: 6993d31f3a6c31484918d036.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23509.md>)

[Implementation](<https://github.com/clovaai/rainbow-memory>)

Recorded evaluation configuration: {"Mem Size":"2000","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### DualPrompt

AAUC: 30.44. Result ID: 6993d31f3a6c31484918d03e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d341e209131cea38614.md>)

Recorded evaluation configuration: {"Mem Size":"0","EFCIL":true,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### L2P

AAUC: 30.21. Result ID: 6993d31f3a6c31484918d03d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31ad7.md>)

[Implementation](<https://github.com/google-research/l2p>)

Recorded evaluation configuration: {"Mem Size":"0","EFCIL":true,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### LwF

AAUC: 29.41. Result ID: 6993d31f3a6c31484918d03c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0b3.md>)

Recorded evaluation configuration: {"Mem Size":"0","EFCIL":true,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

### RM

AAUC: 22.45. Result ID: 6993d31f3a6c31484918d03a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23509.md>)

[Implementation](<https://github.com/clovaai/rainbow-memory>)

Recorded evaluation configuration: {"Mem Size":"500","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction.

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