# Continual Food Recognition on Food101-LT

Source: [Continual Food Recognition on Food101-LT](<https://www.sota2.com/research/sota/continual-food-recognition-on-food101-lt>)

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

Data updated: 2026-04-01T07:02:21.247Z

Evaluation of Continual Food Recognition performance on the Food101-LT dataset, reporting metrics such as Last task accuracy (AT), Average accuracy (A-bar), and Weighted average accuracy (wA-bar).

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 Food Recognition |
| Dataset (including any stated split) | Food101-LT |
| Metric | Last Task Accuracy (AT) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Last Task Accuracy (AT)](<https://www.sota2.com/research/sota/continual-food-recognition-on-food101-lt.md?metric=Last%20Task%20Accuracy%20(AT)>): Higher is better; unit: PERCENT.

- [Average Accuracy (A-bar)](<https://www.sota2.com/research/sota/continual-food-recognition-on-food101-lt.md?metric=Average%20Accuracy%20(A-bar)>): Higher is better; unit: PERCENT.

- [Weighted Average Accuracy (wA-bar)](<https://www.sota2.com/research/sota/continual-food-recognition-on-food101-lt.md?metric=Weighted%20Average%20Accuracy%20(wA-bar)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Last Task Accuracy (AT) | Result date | Report paper |
| --- | --- | --- | --- |
| DIME | 77.01 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| TUNA | 75 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| MOS | 74.31 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| ACMap | 72.37 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| SLCA | 72.35 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| EASE | 68 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| InfLoRA | 57.8 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| CL-LoRA | 55.82 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| SEMA | 43.88 | Not recorded | 69cca67e0636e5bf4afcbb32 |

### DIME

Last Task Accuracy (AT): 77.01. Result ID: 69ccc2f547f34ce924b5f7ce.

[Reporting paper](<https://www.sota2.com/research/paper/69cca67e0636e5bf4afcbb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cca67e0636e5bf4afcbb32.md>)

Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction.

### TUNA

Last Task Accuracy (AT): 75. Result ID: 69ccc2f547f34ce924b5f7cd.

[Reporting paper](<https://www.sota2.com/research/paper/69cca67e0636e5bf4afcbb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a841e209131cea83a59.md>)

Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction.

### MOS

Last Task Accuracy (AT): 74.31. Result ID: 69ccc2f547f34ce924b5f7cc.

[Reporting paper](<https://www.sota2.com/research/paper/69cca67e0636e5bf4afcbb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbd3.md>)

Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction.

### ACMap

Last Task Accuracy (AT): 72.37. Result ID: 69ccc2f547f34ce924b5f7cb.

[Reporting paper](<https://www.sota2.com/research/paper/69cca67e0636e5bf4afcbb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77991e209131cea7442a.md>)

Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction.

### SLCA

Last Task Accuracy (AT): 72.35. Result ID: 69ccc2f547f34ce924b5f7c6.

[Reporting paper](<https://www.sota2.com/research/paper/69cca67e0636e5bf4afcbb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d120.md>)

Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction.

### EASE

Last Task Accuracy (AT): 68. Result ID: 69ccc2f547f34ce924b5f7c8.

[Reporting paper](<https://www.sota2.com/research/paper/69cca67e0636e5bf4afcbb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72981e209131cea57699.md>)

Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction.

### InfLoRA

Last Task Accuracy (AT): 57.8. Result ID: 69ccc2f547f34ce924b5f7c7.

[Reporting paper](<https://www.sota2.com/research/paper/69cca67e0636e5bf4afcbb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bb1e209131cea58354.md>)

[Implementation](<https://github.com/liangyanshuo/InfLoRA>)

Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction.

### CL-LoRA

Last Task Accuracy (AT): 55.82. Result ID: 69ccc2f547f34ce924b5f7ca.

[Reporting paper](<https://www.sota2.com/research/paper/69cca67e0636e5bf4afcbb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79041e209131cea7bb1b.md>)

[Implementation](<https://github.com/JiangpengHe/CL-LoRA>)

Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction.

### SEMA

Last Task Accuracy (AT): 43.88. Result ID: 69ccc2f547f34ce924b5f7c9.

[Reporting paper](<https://www.sota2.com/research/paper/69cca67e0636e5bf4afcbb32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a41e209131cea748f4.md>)

[Implementation](<https://github.com/huiyiwang01/SEMA-CL>)

Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction.

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