# Palmprint Recognition on Tongji intra-dataset open-set

Source: [Palmprint Recognition on Tongji intra-dataset open-set](<https://www.sota2.com/research/sota/palmprint-recognition-on-tongji-intra-dataset-open-set>)

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

Data updated: 2026-02-26T05:31:30.749Z

Evaluation of intra-dataset Open-set Palmprint Recognition performance using the Tongji dataset, reporting metrics like Accuracy (ACC) and Equal Error Rate (EER).

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 | Palmprint Recognition |
| Dataset (including any stated split) | Tongji 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/palmprint-recognition-on-tongji-intra-dataset-open-set.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Naive | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 100 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 99.93 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 99.93 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 99.93 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 99.93 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 99.87 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 97.8 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 97.4 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 97 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 96 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 96 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 95.13 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 94.6 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 94.47 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 92.73 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 90.27 | Not recorded | 697ae988a2b28e761d87d05e |

### Naive

Accuracy: 100. Result ID: 699782435698665ec4d7081f.

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

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

### PalmRSS

Accuracy: 100. Result ID: 699782435698665ec4d70820.

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

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

### C-LMCL

Accuracy: 100. Result ID: 699782435698665ec4d70821.

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

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

### UAA

Accuracy: 100. Result ID: 699782435698665ec4d70822.

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

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

### PalmBridge

Accuracy: 100. Result ID: 699782435698665ec4d70823.

[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.

### Naive

Accuracy: 100. Result ID: 699782435698665ec4d70824.

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

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

### UAA

Accuracy: 100. Result ID: 699782435698665ec4d70827.

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

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

### PalmBridge

Accuracy: 100. Result ID: 699782435698665ec4d70828.

[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.

### Naive

Accuracy: 100. Result ID: 699782435698665ec4d70829.

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

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

### PalmRSS

Accuracy: 100. Result ID: 699782435698665ec4d7082a.

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

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

### UAA

Accuracy: 100. Result ID: 699782435698665ec4d7082c.

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

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

### PalmBridge

Accuracy: 100. Result ID: 699782435698665ec4d7082d.

[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.

### PalmRSS

Accuracy: 100. Result ID: 699782435698665ec4d7082f.

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

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

### UAA

Accuracy: 100. Result ID: 699782435698665ec4d70831.

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

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

### PalmBridge

Accuracy: 100. Result ID: 699782435698665ec4d70832.

[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.

### PalmRSS

Accuracy: 99.93. Result ID: 699782435698665ec4d70825.

[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: 99.93. Result ID: 699782435698665ec4d70826.

[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: 99.93. Result ID: 699782435698665ec4d7082b.

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

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

### C-LMCL

Accuracy: 99.93. Result ID: 699782435698665ec4d70830.

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

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

### Naive

Accuracy: 99.87. Result ID: 699782435698665ec4d7082e.

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

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

### PalmBridge

Accuracy: 97.8. Result ID: 699782435698665ec4d7081e.

[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.

### PalmBridge

Accuracy: 97.4. Result ID: 699782435698665ec4d70819.

[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.

### C-LMCL

Accuracy: 97. Result ID: 699782435698665ec4d70817.

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

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

### Naive

Accuracy: 96. Result ID: 699782435698665ec4d70815.

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

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

### C-LMCL

Accuracy: 96. Result ID: 699782435698665ec4d7081c.

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

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

### PalmRSS

Accuracy: 95.13. Result ID: 699782435698665ec4d70816.

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

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

### Naive

Accuracy: 94.6. Result ID: 699782435698665ec4d7081a.

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

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

### PalmRSS

Accuracy: 94.47. Result ID: 699782435698665ec4d7081b.

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

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

### UAA

Accuracy: 92.73. Result ID: 699782435698665ec4d7081d.

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

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

### UAA

Accuracy: 90.27. Result ID: 699782435698665ec4d70818.

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

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

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