# Image Classification and Watermark Verification on CIFAR-100

Source: [Image Classification and Watermark Verification on CIFAR-100](<https://www.sota2.com/research/sota/image-classification-and-watermark-verification-on-cifar-100>)

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

Data updated: 2026-06-11T10:26:32.483Z

Evaluation of combined performance on CIFAR-100, assessing both standard Image Classification accuracy (ACC) and Watermark Verification Success Rate (WSR).

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 | Image Classification and Watermark Verification |
| Dataset (including any stated split) | CIFAR-100 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-and-watermark-verification-on-cifar-100.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [WSR](<https://www.sota2.com/research/sota/image-classification-and-watermark-verification-on-cifar-100.md?metric=WSR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| T2S | 65.27 | Not recorded | 6a2a4137d33dfb23e783944d |
| SSW-S | 65.15 | Not recorded | 6a2a4137d33dfb23e783944d |
| Content | 65.07 | Not recorded | 6a2a4137d33dfb23e783944d |
| SSW-P | 64.98 | Not recorded | 6a2a4137d33dfb23e783944d |
| EWE | 64.93 | Not recorded | 6a2a4137d33dfb23e783944d |
| SSW-S | 59.71 | Not recorded | 6a2a4137d33dfb23e783944d |
| T2S | 59.49 | Not recorded | 6a2a4137d33dfb23e783944d |
| SSW-P | 58.98 | Not recorded | 6a2a4137d33dfb23e783944d |
| Content | 58.76 | Not recorded | 6a2a4137d33dfb23e783944d |
| EWE | 57.87 | Not recorded | 6a2a4137d33dfb23e783944d |
| SSW-P | 36.83 | Not recorded | 6a2a4137d33dfb23e783944d |
| SSW-S | 35.8 | Not recorded | 6a2a4137d33dfb23e783944d |
| EWE | 35.51 | Not recorded | 6a2a4137d33dfb23e783944d |
| Content | 33.64 | Not recorded | 6a2a4137d33dfb23e783944d |
| T2S | 30.82 | Not recorded | 6a2a4137d33dfb23e783944d |

### T2S

Accuracy: 65.27. Result ID: 6a2a8cfefbc373592c286041.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction.

### SSW-S

Accuracy: 65.15. Result ID: 6a2a8cfefbc373592c28603e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction.

### Content

Accuracy: 65.07. Result ID: 6a2a8cfefbc373592c286035.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction.

### SSW-P

Accuracy: 64.98. Result ID: 6a2a8cfefbc373592c28603b.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction.

### EWE

Accuracy: 64.93. Result ID: 6a2a8cfefbc373592c286038.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694c1e209131cea21565.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction.

### SSW-S

Accuracy: 59.71. Result ID: 6a2a8cfefbc373592c28603f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction.

### T2S

Accuracy: 59.49. Result ID: 6a2a8cfefbc373592c286042.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction.

### SSW-P

Accuracy: 58.98. Result ID: 6a2a8cfefbc373592c28603c.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction.

### Content

Accuracy: 58.76. Result ID: 6a2a8cfefbc373592c286036.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction.

### EWE

Accuracy: 57.87. Result ID: 6a2a8cfefbc373592c286039.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694c1e209131cea21565.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction.

### SSW-P

Accuracy: 36.83. Result ID: 6a2a8cfefbc373592c28603d.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction.

### SSW-S

Accuracy: 35.8. Result ID: 6a2a8cfefbc373592c286040.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction.

### EWE

Accuracy: 35.51. Result ID: 6a2a8cfefbc373592c28603a.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694c1e209131cea21565.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction.

### Content

Accuracy: 33.64. Result ID: 6a2a8cfefbc373592c286037.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction.

### T2S

Accuracy: 30.82. Result ID: 6a2a8cfefbc373592c286043.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4137d33dfb23e783944d.md>)

Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
