# Palmprint Recognition on IITD intra-dataset (open-set)

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

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

Data updated: 2026-02-26T05:31:30.731Z

Evaluation of open-set Palmprint Recognition performance using only the IITD dataset for both training and testing.

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) | IITD 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-iitd-intra-dataset-open-set.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PalmRSS | 99.13 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 99.13 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 98.7 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 98.7 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 98.48 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 98.48 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 98.26 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 98.26 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 98.26 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 98.26 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 98.26 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 98.04 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 98.04 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 98.04 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 98.04 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 97.82 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 97.61 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 97.61 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 97.39 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 96.74 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 92.83 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 91.96 | Not recorded | 697ae988a2b28e761d87d05e |
| C-LMCL | 90.44 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmBridge | 90.44 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 86.96 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 86.74 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 86.52 | Not recorded | 697ae988a2b28e761d87d05e |
| Naive | 84.78 | Not recorded | 697ae988a2b28e761d87d05e |
| PalmRSS | 80.87 | Not recorded | 697ae988a2b28e761d87d05e |
| UAA | 57.39 | Not recorded | 697ae988a2b28e761d87d05e |

### PalmRSS

Accuracy: 99.13. Result ID: 699782435698665ec4d707ff.

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

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

### PalmBridge

Accuracy: 99.13. Result ID: 699782435698665ec4d70811.

[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.

### UAA

Accuracy: 98.7. Result ID: 699782435698665ec4d7080e.

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

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

### PalmBridge

Accuracy: 98.7. Result ID: 699782435698665ec4d70814.

[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: 98.48. Result ID: 699782435698665ec4d70805.

[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: 98.48. Result ID: 699782435698665ec4d70806.

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

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

### Naive

Accuracy: 98.26. Result ID: 699782435698665ec4d707f9.

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

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

### Naive

Accuracy: 98.26. Result ID: 699782435698665ec4d707fc.

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

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

### PalmRSS

Accuracy: 98.26. Result ID: 699782435698665ec4d70801.

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

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

### UAA

Accuracy: 98.26. Result ID: 699782435698665ec4d7080c.

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

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

### PalmBridge

Accuracy: 98.26. Result ID: 699782435698665ec4d70813.

[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: 98.04. Result ID: 699782435698665ec4d70802.

[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: 98.04. Result ID: 699782435698665ec4d70807.

[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: 98.04. Result ID: 699782435698665ec4d70808.

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

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

### PalmBridge

Accuracy: 98.04. Result ID: 699782435698665ec4d70812.

[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: 97.82. Result ID: 699782435698665ec4d707fb.

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

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

### PalmRSS

Accuracy: 97.61. Result ID: 699782435698665ec4d70800.

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

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

### UAA

Accuracy: 97.61. Result ID: 699782435698665ec4d7080b.

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

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

### Naive

Accuracy: 97.39. Result ID: 699782435698665ec4d707fa.

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

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

### UAA

Accuracy: 96.74. Result ID: 699782435698665ec4d7080d.

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

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

### PalmBridge

Accuracy: 92.83. Result ID: 699782435698665ec4d7080f.

[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: 91.96. Result ID: 699782435698665ec4d70803.

[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: 90.44. Result ID: 699782435698665ec4d70804.

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

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

### PalmBridge

Accuracy: 90.44. Result ID: 699782435698665ec4d70810.

[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: 86.96. Result ID: 699782435698665ec4d707f8.

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

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

### UAA

Accuracy: 86.74. Result ID: 699782435698665ec4d70809.

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

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

### PalmRSS

Accuracy: 86.52. Result ID: 699782435698665ec4d707fd.

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

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

### Naive

Accuracy: 84.78. Result ID: 699782435698665ec4d707f7.

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

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

### PalmRSS

Accuracy: 80.87. Result ID: 699782435698665ec4d707fe.

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

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

### UAA

Accuracy: 57.39. Result ID: 699782435698665ec4d7080a.

[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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