# Open-set Palmprint Verification on PolyU (intra-dataset open-set)

Source: [Open-set Palmprint Verification on PolyU (intra-dataset open-set)](<https://www.sota2.com/research/sota/open-set-palmprint-verification-on-polyu-intra-dataset-open-set>)

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

Data updated: 2026-02-26T05:31:30.769Z

Evaluation of Open-set Palmprint Verification performance using only the PolyU dataset in an intra-dataset setting.

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 | Open-set Palmprint Verification |
| Dataset (including any stated split) | PolyU (intra-dataset open-set) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 30 of 30 |
| 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/open-set-palmprint-verification-on-polyu-intra-dataset-open-set.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [EER](<https://www.sota2.com/research/sota/open-set-palmprint-verification-on-polyu-intra-dataset-open-set.md?metric=EER>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PalmRSS | 99.31 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 99.31 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 99.26 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 99.21 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 99.21 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 99.21 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 99.05 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 98.89 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 98.84 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 98.78 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 98.73 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 98.68 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 98.57 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 98.52 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 98.52 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 98.31 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 98.15 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 98.1 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 98.04 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 97.99 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 69.1 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 68.25 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 67.83 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 66.08 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 61.69 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 61.22 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 49.05 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 49 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 47.67 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 47.2 | Not recorded | 697ae988a2b28e761d87d05e |

### PalmRSS

Accuracy: 99.31. Result ID: 699782435698665ec4d70848.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CO3Net"}. This record does not assert independent reproduction.

### UAA

Accuracy: 99.31. Result ID: 699782435698665ec4d7084f.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"SF2Net"}. This record does not assert independent reproduction.

### C-LMCL

Accuracy: 99.26. Result ID: 699782435698665ec4d7084e.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"SF2Net"}. This record does not assert independent reproduction.

### UAA

Accuracy: 99.21. Result ID: 699782435698665ec4d70840.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CompNet"}. This record does not assert independent reproduction.

### PalmBridge

Accuracy: 99.21. Result ID: 699782435698665ec4d70841.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CompNet"}. This record does not assert independent reproduction.

### PalmRSS

Accuracy: 99.21. Result ID: 699782435698665ec4d7084d.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"SF2Net"}. This record does not assert independent reproduction.

### PalmRSS

Accuracy: 99.05. Result ID: 699782435698665ec4d7083e.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CompNet"}. This record does not assert independent reproduction.

### Naive

Accuracy: 98.89. Result ID: 699782435698665ec4d7084c.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"SF2Net"}. This record does not assert independent reproduction.

### Naive

Accuracy: 98.84. Result ID: 699782435698665ec4d7083d.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CompNet"}. This record does not assert independent reproduction.

### PalmBridge

Accuracy: 98.78. Result ID: 699782435698665ec4d70846.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CCNet"}. This record does not assert independent reproduction.

### UAA

Accuracy: 98.73. Result ID: 699782435698665ec4d70845.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CCNet"}. This record does not assert independent reproduction.

### C-LMCL

Accuracy: 98.68. Result ID: 699782435698665ec4d70844.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CCNet"}. This record does not assert independent reproduction.

### Naive

Accuracy: 98.57. Result ID: 699782435698665ec4d70842.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CCNet"}. This record does not assert independent reproduction.

### PalmBridge

Accuracy: 98.52. Result ID: 699782435698665ec4d7084b.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CO3Net"}. This record does not assert independent reproduction.

### PalmBridge

Accuracy: 98.52. Result ID: 699782435698665ec4d70850.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"SF2Net"}. This record does not assert independent reproduction.

### C-LMCL

Accuracy: 98.31. Result ID: 699782435698665ec4d70849.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CO3Net"}. This record does not assert independent reproduction.

### UAA

Accuracy: 98.15. Result ID: 699782435698665ec4d7084a.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CO3Net"}. This record does not assert independent reproduction.

### Naive

Accuracy: 98.1. Result ID: 699782435698665ec4d70847.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CO3Net"}. This record does not assert independent reproduction.

### PalmRSS

Accuracy: 98.04. Result ID: 699782435698665ec4d70843.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CCNet"}. This record does not assert independent reproduction.

### C-LMCL

Accuracy: 97.99. Result ID: 699782435698665ec4d7083f.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"CompNet"}. This record does not assert independent reproduction.

### PalmBridge

Accuracy: 69.1. Result ID: 699782435698665ec4d70837.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### Naive

Accuracy: 68.25. Result ID: 699782435698665ec4d70833.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### PalmBridge

Accuracy: 67.83. Result ID: 699782435698665ec4d7083c.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"DHN"}. This record does not assert independent reproduction.

### Naive

Accuracy: 66.08. Result ID: 699782435698665ec4d70838.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"DHN"}. This record does not assert independent reproduction.

### C-LMCL

Accuracy: 61.69. Result ID: 699782435698665ec4d7083a.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"DHN"}. This record does not assert independent reproduction.

### C-LMCL

Accuracy: 61.22. Result ID: 699782435698665ec4d70835.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### UAA

Accuracy: 49.05. Result ID: 699782435698665ec4d70836.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### PalmRSS

Accuracy: 49. Result ID: 699782435698665ec4d70834.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### PalmRSS

Accuracy: 47.67. Result ID: 699782435698665ec4d70839.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"DHN"}. This record does not assert independent reproduction.

### UAA

Accuracy: 47.2. Result ID: 699782435698665ec4d7083b.

[Reporting paper](<https://www.sota2.com/research/paper/697ae988a2b28e761d87d05e.md>)

Recorded evaluation configuration: {"Backbone":"DHN"}. This record does not assert independent reproduction.

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