# Local Feature Matching on HPatches illumination

Source: [Local Feature Matching on HPatches illumination](<https://www.sota2.com/research/sota/local-feature-matching-on-hpatches-illumination>)

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

Data updated: 2026-02-26T05:49:56.694Z

Evaluation of local feature matching performance on the HPatches dataset, specifically focusing on the illumination variation subset, measured using Mean Matching Accuracy at 3px and 5px thresholds.

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 | Local Feature Matching |
| Dataset (including any stated split) | HPatches illumination |
| Metric | MMA@5px |
| 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

- [MMA@5px](<https://www.sota2.com/research/sota/local-feature-matching-on-hpatches-illumination.md?metric=MMA%405px>): Higher is better; unit: PERCENT.

- [MMA@3px](<https://www.sota2.com/research/sota/local-feature-matching-on-hpatches-illumination.md?metric=MMA%403px>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MMA@5px | Result date | Report paper |
| --- | --- | --- | --- |
| GIFT | 79.71 | Not recorded | 68fa6edf1e209131cea428e8 |
| RELF | 77.94 | Not recorded | 68fa6edf1e209131cea428e8 |
| SuperPoint | 74.63 | Not recorded | 68fa6edf1e209131cea428e8 |
| RELF | 73.13 | Not recorded | 68fa6edf1e209131cea428e8 |
| RELF | 70.39 | Not recorded | 68fa6edf1e209131cea428e8 |
| LISRD | 70.09 | Not recorded | 68fa6edf1e209131cea428e8 |
| D2-Net | 63.8 | Not recorded | 68fa6edf1e209131cea428e8 |
| RELF | 62.28 | Not recorded | 68fa6edf1e209131cea428e8 |
| LF-Net | 62.21 | Not recorded | 68fa6edf1e209131cea428e8 |
| RF-Net | 61.63 | Not recorded | 68fa6edf1e209131cea428e8 |
| RELF | 59.66 | Not recorded | 68fa6edf1e209131cea428e8 |
| RELF | 57.32 | Not recorded | 68fa6edf1e209131cea428e8 |
| ORB | 50.85 | Not recorded | 68fa6edf1e209131cea428e8 |
| SIFT | 49.08 | Not recorded | 68fa6edf1e209131cea428e8 |
| RELF | 45.13 | Not recorded | 68fa6edf1e209131cea428e8 |

### GIFT

MMA@5px: 79.71. Result ID: 6990778f3a6c31484900c3a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66af1e209131cea11c72.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RELF

MMA@5px: 77.94. Result ID: 6990778f3a6c31484900c3af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Implementation](<http://cvlab.postech.ac.kr/research/RELF>)

Recorded evaluation configuration: {"Pooling method":"group alignment","Backbone":"WideResNet16-8 (ReWRN)","Multiple descriptor extraction":"true"}. This record does not assert independent reproduction.

### SuperPoint

MMA@5px: 74.63. Result ID: 6990778f3a6c31484900c3a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa643f1e209131cea036f9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RELF

MMA@5px: 73.13. Result ID: 6990778f3a6c31484900c3ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Implementation](<http://cvlab.postech.ac.kr/research/RELF>)

Recorded evaluation configuration: {"Pooling method":"group alignment","Backbone":"WideResNet16-8 (ReWRN)"}. This record does not assert independent reproduction.

### RELF

MMA@5px: 70.39. Result ID: 6990778f3a6c31484900c3ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Implementation](<http://cvlab.postech.ac.kr/research/RELF>)

Recorded evaluation configuration: {"Pooling method":"group alignment"}. This record does not assert independent reproduction.

### LISRD

MMA@5px: 70.09. Result ID: 6990778f3a6c31484900c3a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680c1e209131cea19d5d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### D2-Net

MMA@5px: 63.8. Result ID: 6990778f3a6c31484900c3a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c21e209131cea0c3fb.md>)

[Implementation](<https://github.com/mihaidusmanu/d2-net>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RELF

MMA@5px: 62.28. Result ID: 6990778f3a6c31484900c3a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Implementation](<http://cvlab.postech.ac.kr/research/RELF>)

Recorded evaluation configuration: {"Pooling method":"avgpool"}. This record does not assert independent reproduction.

### LF-Net

MMA@5px: 62.21. Result ID: 6990778f3a6c31484900c3a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65151e209131cea0818e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RF-Net

MMA@5px: 61.63. Result ID: 6990778f3a6c31484900c3a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d61e209131cea0c964.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RELF

MMA@5px: 59.66. Result ID: 6990778f3a6c31484900c3aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Implementation](<http://cvlab.postech.ac.kr/research/RELF>)

Recorded evaluation configuration: {"Pooling method":"maxpool"}. This record does not assert independent reproduction.

### RELF

MMA@5px: 57.32. Result ID: 6990778f3a6c31484900c3ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Implementation](<http://cvlab.postech.ac.kr/research/RELF>)

Recorded evaluation configuration: {"Pooling method":"bilinear pool \[29\]","Backbone":"WideResNet16-8 (ReWRN)"}. This record does not assert independent reproduction.

### ORB

MMA@5px: 50.85. Result ID: 6990778f3a6c31484900c3a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SIFT

MMA@5px: 49.08. Result ID: 6990778f3a6c31484900c3a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RELF

MMA@5px: 45.13. Result ID: 6990778f3a6c31484900c3ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edf1e209131cea428e8.md>)

[Implementation](<http://cvlab.postech.ac.kr/research/RELF>)

Recorded evaluation configuration: {"Pooling method":"bilinear pool \[29\]"}. This record does not assert independent reproduction.

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