# Continual Food Recognition on VFN LT 186

Source: [Continual Food Recognition on VFN LT 186](<https://www.sota2.com/research/sota/continual-food-recognition-on-vfn-lt-186>)

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

Data updated: 2026-04-01T07:02:21.185Z

Evaluation of Continual Food Recognition performance on the VFN LT 186 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) | VFN LT 186 |
| Metric | Last Task Accuracy (AT) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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-vfn-lt-186.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-vfn-lt-186.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-vfn-lt-186.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 | 69.88 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| DIME | 69.07 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| TUNA | 67.32 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| ACMap | 67.07 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| MOS | 66.63 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| TUNA | 66.19 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| ACMap | 65.79 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| MOS | 65.78 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| EASE | 65.62 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| EASE | 64.86 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| SLCA | 63.74 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| SLCA | 63.07 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| CL-LoRA | 60.4 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| CL-LoRA | 58.84 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| InfLoRA | 52.58 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| InfLoRA | 51.49 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| SEMA | 46.22 | Not recorded | 69cca67e0636e5bf4afcbb32 |
| SEMA | 45.17 | Not recorded | 69cca67e0636e5bf4afcbb32 |

### DIME

Last Task Accuracy (AT): 69.88. Result ID: 69ccc2f547f34ce924b5f7c5.

[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.

### DIME

Last Task Accuracy (AT): 69.07. Result ID: 69ccc2f547f34ce924b5f7b3.

[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): 67.32. Result ID: 69ccc2f547f34ce924b5f7c4.

[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.

### ACMap

Last Task Accuracy (AT): 67.07. Result ID: 69ccc2f547f34ce924b5f7c2.

[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.

### MOS

Last Task Accuracy (AT): 66.63. Result ID: 69ccc2f547f34ce924b5f7c3.

[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.

### TUNA

Last Task Accuracy (AT): 66.19. Result ID: 69ccc2f547f34ce924b5f7b2.

[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.

### ACMap

Last Task Accuracy (AT): 65.79. Result ID: 69ccc2f547f34ce924b5f7b0.

[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.

### MOS

Last Task Accuracy (AT): 65.78. Result ID: 69ccc2f547f34ce924b5f7b1.

[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.

### EASE

Last Task Accuracy (AT): 65.62. Result ID: 69ccc2f547f34ce924b5f7bf.

[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.

### EASE

Last Task Accuracy (AT): 64.86. Result ID: 69ccc2f547f34ce924b5f7ad.

[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.

### SLCA

Last Task Accuracy (AT): 63.74. Result ID: 69ccc2f547f34ce924b5f7bd.

[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.

### SLCA

Last Task Accuracy (AT): 63.07. Result ID: 69ccc2f547f34ce924b5f7ab.

[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.

### CL-LoRA

Last Task Accuracy (AT): 60.4. Result ID: 69ccc2f547f34ce924b5f7af.

[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.

### CL-LoRA

Last Task Accuracy (AT): 58.84. Result ID: 69ccc2f547f34ce924b5f7c1.

[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.

### InfLoRA

Last Task Accuracy (AT): 52.58. Result ID: 69ccc2f547f34ce924b5f7be.

[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.

### InfLoRA

Last Task Accuracy (AT): 51.49. Result ID: 69ccc2f547f34ce924b5f7ac.

[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.

### SEMA

Last Task Accuracy (AT): 46.22. Result ID: 69ccc2f547f34ce924b5f7ae.

[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.

### SEMA

Last Task Accuracy (AT): 45.17. Result ID: 69ccc2f547f34ce924b5f7c0.

[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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