# Feature Matching on MegaDepth larger scale differences

Source: [Feature Matching on MegaDepth larger scale differences](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences>)

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

Data updated: 2026-06-04T09:22:38.381Z

Evaluation of Feature Matching performance on the MegaDepth dataset variant focusing on larger scale differences, reporting AUC, Accuracy, and mAA metrics.

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 | Feature Matching |
| Dataset (including any stated split) | MegaDepth larger scale differences |
| Metric | AUC@5 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 27 of 27 |
| 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

- [AUC@5](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences.md?metric=AUC%405>): Higher is better; unit: PERCENT.

- [AUC@10](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences.md?metric=AUC%4010>): Higher is better; unit: PERCENT.

- [AUC@20](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences.md?metric=AUC%4020>): Higher is better; unit: PERCENT.

- [Accuracy@5](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences.md?metric=Accuracy%405>): Higher is better; unit: PERCENT.

- [Accuracy@10](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences.md?metric=Accuracy%4010>): Higher is better; unit: PERCENT.

- [Accuracy@15](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences.md?metric=Accuracy%4015>): Higher is better; unit: PERCENT.

- [Accuracy@20](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences.md?metric=Accuracy%4020>): Higher is better; unit: PERCENT.

- [mAA@5](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences.md?metric=mAA%405>): Higher is better; unit: PERCENT.

- [mAA@10](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences.md?metric=mAA%4010>): Higher is better; unit: PERCENT.

- [mAA@20](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences.md?metric=mAA%4020>): Higher is better; unit: PERCENT.

- [P Score](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences.md?metric=P%20Score>): Higher is better; unit: PERCENT.

- [MS Score](<https://www.sota2.com/research/sota/feature-matching-on-megadepth-larger-scale-differences.md?metric=MS%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC@5 | Result date | Report paper |
| --- | --- | --- | --- |
| LoFTR+SAMatcher | 42.34 | Not recorded | 6a2106a0c10484bac23f0259 |
| LoFTR+OETR | 36.64 | Not recorded | 6a2106a0c10484bac23f0259 |
| SP+SG+SAMatcher | 36.41 | Not recorded | 6a2106a0c10484bac23f0259 |
| SP+SG+OETR | 35.69 | Not recorded | 6a2106a0c10484bac23f0259 |
| LoFTR | 34.36 | Not recorded | 6a2106a0c10484bac23f0259 |
| R2D2+NN+SAMatcher | 34.12 | Not recorded | 6a2106a0c10484bac23f0259 |
| SP+SG | 33.46 | Not recorded | 6a2106a0c10484bac23f0259 |
| CON+NN+SAMatcher | 32.97 | Not recorded | 6a2106a0c10484bac23f0259 |
| DISK+SG+SAMatcher | 32.27 | Not recorded | 6a2106a0c10484bac23f0259 |
| CON+NN+OETR | 30.74 | Not recorded | 6a2106a0c10484bac23f0259 |
| R2D2+NN+OETR | 30.34 | Not recorded | 6a2106a0c10484bac23f0259 |
| DISK+SG+OETR | 29.66 | Not recorded | 6a2106a0c10484bac23f0259 |
| CON+NN | 28.07 | Not recorded | 6a2106a0c10484bac23f0259 |
| DISK+NN+SAMatcher | 27.78 | Not recorded | 6a2106a0c10484bac23f0259 |
| DISK+SG | 25.29 | Not recorded | 6a2106a0c10484bac23f0259 |
| SP+NN+SAMatcher | 22.53 | Not recorded | 6a2106a0c10484bac23f0259 |
| DISK+NN+OETR | 20.63 | Not recorded | 6a2106a0c10484bac23f0259 |
| R2D2+NN | 20.47 | Not recorded | 6a2106a0c10484bac23f0259 |
| SP+NN+OETR | 13.43 | Not recorded | 6a2106a0c10484bac23f0259 |
| D2+NN+SAMatcher | 11.16 | Not recorded | 6a2106a0c10484bac23f0259 |
| SIFT+NN+SAMatcher | 10.64 | Not recorded | 6a2106a0c10484bac23f0259 |
| SIFT+NN+OETR | 10.05 | Not recorded | 6a2106a0c10484bac23f0259 |
| D2+NN+OETR | 7.33 | Not recorded | 6a2106a0c10484bac23f0259 |
| SIFT+NN | 5.85 | Not recorded | 6a2106a0c10484bac23f0259 |
| DISK+NN | 5.24 | Not recorded | 6a2106a0c10484bac23f0259 |
| SP+NN | 3.74 | Not recorded | 6a2106a0c10484bac23f0259 |
| D2+NN | 0.85 | Not recorded | 6a2106a0c10484bac23f0259 |

### LoFTR+SAMatcher

AUC@5: 42.34. Result ID: 6a2143d2fbc373592c1d221b.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Framework":"LoFTR","Matcher":"dense matching","Enhancement":"SAMatcher"}. This record does not assert independent reproduction.

### LoFTR+OETR

AUC@5: 36.64. Result ID: 6a2143d2fbc373592c1d221a.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Framework":"LoFTR","Matcher":"dense matching","Enhancement":"OETR"}. This record does not assert independent reproduction.

### SP+SG+SAMatcher

AUC@5: 36.41. Result ID: 6a2143d2fbc373592c1d221e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"SuperPoint (SP)","Matcher":"SuperGlue (SG)","Enhancement":"SAMatcher"}. This record does not assert independent reproduction.

### SP+SG+OETR

AUC@5: 35.69. Result ID: 6a2143d2fbc373592c1d221d.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"SuperPoint (SP)","Matcher":"SuperGlue (SG)","Enhancement":"OETR"}. This record does not assert independent reproduction.

### LoFTR

AUC@5: 34.36. Result ID: 6a2143d2fbc373592c1d2219.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea2380d.md>)

[Implementation](<https://zju3dv.github.io/loftr/>)

Recorded evaluation configuration: {"Framework":"LoFTR","Matcher":"dense matching","Enhancement":"None"}. This record does not assert independent reproduction.

### R2D2+NN+SAMatcher

AUC@5: 34.12. Result ID: 6a2143d2fbc373592c1d2215.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"R2D2","Matcher":"Nearest Neighbor (NN)","Enhancement":"SAMatcher"}. This record does not assert independent reproduction.

### SP+SG

AUC@5: 33.46. Result ID: 6a2143d2fbc373592c1d221c.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"SuperPoint (SP)","Matcher":"SuperGlue (SG)","Enhancement":"None"}. This record does not assert independent reproduction.

### CON+NN+SAMatcher

AUC@5: 32.97. Result ID: 6a2143d2fbc373592c1d2206.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"ContextDesc (CON)","Matcher":"Nearest Neighbor (NN)","Enhancement":"SAMatcher"}. This record does not assert independent reproduction.

### DISK+SG+SAMatcher

AUC@5: 32.27. Result ID: 6a2143d2fbc373592c1d220f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"DISK","Matcher":"SuperGlue (SG)","Enhancement":"SAMatcher"}. This record does not assert independent reproduction.

### CON+NN+OETR

AUC@5: 30.74. Result ID: 6a2143d2fbc373592c1d2205.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"ContextDesc (CON)","Matcher":"Nearest Neighbor (NN)","Enhancement":"OETR"}. This record does not assert independent reproduction.

### R2D2+NN+OETR

AUC@5: 30.34. Result ID: 6a2143d2fbc373592c1d2214.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"R2D2","Matcher":"Nearest Neighbor (NN)","Enhancement":"OETR"}. This record does not assert independent reproduction.

### DISK+SG+OETR

AUC@5: 29.66. Result ID: 6a2143d2fbc373592c1d220e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"DISK","Matcher":"SuperGlue (SG)","Enhancement":"OETR"}. This record does not assert independent reproduction.

### CON+NN

AUC@5: 28.07. Result ID: 6a2143d2fbc373592c1d2204.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"ContextDesc (CON)","Matcher":"Nearest Neighbor (NN)","Enhancement":"None"}. This record does not assert independent reproduction.

### DISK+NN+SAMatcher

AUC@5: 27.78. Result ID: 6a2143d2fbc373592c1d220c.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"DISK","Matcher":"Nearest Neighbor (NN)","Enhancement":"SAMatcher"}. This record does not assert independent reproduction.

### DISK+SG

AUC@5: 25.29. Result ID: 6a2143d2fbc373592c1d220d.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"DISK","Matcher":"SuperGlue (SG)","Enhancement":"None"}. This record does not assert independent reproduction.

### SP+NN+SAMatcher

AUC@5: 22.53. Result ID: 6a2143d2fbc373592c1d2218.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"SuperPoint (SP)","Matcher":"Nearest Neighbor (NN)","Enhancement":"SAMatcher"}. This record does not assert independent reproduction.

### DISK+NN+OETR

AUC@5: 20.63. Result ID: 6a2143d2fbc373592c1d220b.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"DISK","Matcher":"Nearest Neighbor (NN)","Enhancement":"OETR"}. This record does not assert independent reproduction.

### R2D2+NN

AUC@5: 20.47. Result ID: 6a2143d2fbc373592c1d2213.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"R2D2","Matcher":"Nearest Neighbor (NN)","Enhancement":"None"}. This record does not assert independent reproduction.

### SP+NN+OETR

AUC@5: 13.43. Result ID: 6a2143d2fbc373592c1d2217.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"SuperPoint (SP)","Matcher":"Nearest Neighbor (NN)","Enhancement":"OETR"}. This record does not assert independent reproduction.

### D2+NN+SAMatcher

AUC@5: 11.16. Result ID: 6a2143d2fbc373592c1d2209.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"D2-Net (D2)","Matcher":"Nearest Neighbor (NN)","Enhancement":"SAMatcher"}. This record does not assert independent reproduction.

### SIFT+NN+SAMatcher

AUC@5: 10.64. Result ID: 6a2143d2fbc373592c1d2212.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"SIFT","Matcher":"Nearest Neighbor (NN)","Enhancement":"SAMatcher"}. This record does not assert independent reproduction.

### SIFT+NN+OETR

AUC@5: 10.05. Result ID: 6a2143d2fbc373592c1d2211.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"SIFT","Matcher":"Nearest Neighbor (NN)","Enhancement":"OETR"}. This record does not assert independent reproduction.

### D2+NN+OETR

AUC@5: 7.33. Result ID: 6a2143d2fbc373592c1d2208.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"D2-Net (D2)","Matcher":"Nearest Neighbor (NN)","Enhancement":"OETR"}. This record does not assert independent reproduction.

### SIFT+NN

AUC@5: 5.85. Result ID: 6a2143d2fbc373592c1d2210.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"SIFT","Matcher":"Nearest Neighbor (NN)","Enhancement":"None"}. This record does not assert independent reproduction.

### DISK+NN

AUC@5: 5.24. Result ID: 6a2143d2fbc373592c1d220a.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"DISK","Matcher":"Nearest Neighbor (NN)","Enhancement":"None"}. This record does not assert independent reproduction.

### SP+NN

AUC@5: 3.74. Result ID: 6a2143d2fbc373592c1d2216.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"SuperPoint (SP)","Matcher":"Nearest Neighbor (NN)","Enhancement":"None"}. This record does not assert independent reproduction.

### D2+NN

AUC@5: 0.85. Result ID: 6a2143d2fbc373592c1d2207.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106a0c10484bac23f0259.md>)

Recorded evaluation configuration: {"Feature Extractor":"D2-Net (D2)","Matcher":"Nearest Neighbor (NN)","Enhancement":"None"}. This record does not assert independent reproduction.

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