# Retinal Image Registration on FIRE (overall) Source: [Retinal Image Registration on FIRE (overall)]() Collection index: [llms.txt]() Data updated: 2026-03-12T08:13:48.603Z Evaluation of Retinal Image Registration performance on the overall split of the FIRE dataset, using metrics such as FIRE score, A, P, and S. 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 | Retinal Image Registration | | Dataset (including any stated split) | FIRE (overall) | | Metric | A Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [A Score](): Higher is better; unit: PERCENT. - [FIRE Score](): Higher is better; unit: PERCENT. - [P Score](): Higher is better; unit: PERCENT. - [S Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Weighted Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | A Score | Result date | Report paper | | --- | --- | --- | --- | | AV Canny | 78.6 | Not recorded | 68fa78671e209131cea78408 | | AV Skeleton SubSampled | 78.3 | Not recorded | 68fa78671e209131cea78408 | | KD-SuperRetina | 78.3 | Not recorded | 68fa78671e209131cea78408 | | SuperRetina | 78.3 | Not recorded | 68fa78671e209131cea78408 | | ConKeD++ | 76.6 | Not recorded | 68fa78671e209131cea78408 | | GeoFormer | 76 | Not recorded | 68fa78671e209131cea78408 | | ConKeD | 74.9 | Not recorded | 68fa78671e209131cea78408 | | CenSurE AV Logits 500 | 73.4 | Not recorded | 68fa78671e209131cea78408 | | Retina-R2D2 | 72.6 | Not recorded | 68fa78671e209131cea78408 | | LoFTR | 71.1 | Not recorded | 68fa78671e209131cea78408 | | ASpanFormer | 70.3 | Not recorded | 68fa78671e209131cea78408 | | VOTUS | 68.1 | Not recorded | 68fa78671e209131cea78408 | | REMPE | 66 | Not recorded | 68fa78671e209131cea78408 | | Rivas-Villar | 66 | Not recorded | 68fa78671e209131cea78408 | | Harris-PIIFD | 44.3 | Not recorded | 68fa78671e209131cea78408 | | SURF+WGTM | 6.9 | Not recorded | 68fa78671e209131cea78408 | ### AV Canny A Score: 78.6. Result ID: 69b2740a6dbb7075b95ce993. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Deep Learning","Evaluation on full set":"true"}. This record does not assert independent reproduction. ### AV Skeleton SubSampled A Score: 78.3. Result ID: 69b2740a6dbb7075b95ce994. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Deep Learning","Evaluation on full set":"true"}. This record does not assert independent reproduction. ### KD-SuperRetina A Score: 78.3. Result ID: 69b2740a6dbb7075b95ce995. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Deep Learning","Evaluation on full set":"false"}. This record does not assert independent reproduction. ### SuperRetina A Score: 78.3. Result ID: 69b2740a6dbb7075b95ce997. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method category":"Deep Learning","Evaluation on full set":"false"}. This record does not assert independent reproduction. ### ConKeD++ A Score: 76.6. Result ID: 69b2740a6dbb7075b95ce999. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Deep Learning","Evaluation on full set":"true"}. This record does not assert independent reproduction. ### GeoFormer A Score: 76. Result ID: 69b2740a6dbb7075b95ce996. [Reporting paper]() Recorded evaluation configuration: {"Method category":"Deep Learning","Evaluation on full set":"false"}. This record does not assert independent reproduction. ### ConKeD A Score: 74.9. Result ID: 69b2740a6dbb7075b95ce99a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Deep Learning","Evaluation on full set":"true"}. This record does not assert independent reproduction. ### CenSurE AV Logits 500 A Score: 73.4. Result ID: 69b2740a6dbb7075b95ce998. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method category":"Deep Learning","Evaluation on full set":"true","Keypoints":"500"}. This record does not assert independent reproduction. ### Retina-R2D2 A Score: 72.6. Result ID: 69b2740a6dbb7075b95ce99d. [Reporting paper]() Recorded evaluation configuration: {"Method category":"Deep Learning","Evaluation on full set":"true"}. This record does not assert independent reproduction. ### LoFTR A Score: 71.1. Result ID: 69b2740a6dbb7075b95ce99c. [Reporting paper]() Recorded evaluation configuration: {"Method category":"Deep Learning","Evaluation on full set":"false"}. This record does not assert independent reproduction. ### ASpanFormer A Score: 70.3. Result ID: 69b2740a6dbb7075b95ce99b. [Reporting paper]() Recorded evaluation configuration: {"Method category":"Deep Learning","Evaluation on full set":"false"}. This record does not assert independent reproduction. ### VOTUS A Score: 68.1. Result ID: 69b2740a6dbb7075b95ce98f. [Reporting paper]() Recorded evaluation configuration: {"Method category":"Classical","Evaluation on full set":"true"}. This record does not assert independent reproduction. ### REMPE A Score: 66. Result ID: 69b2740a6dbb7075b95ce990. [Reporting paper]() Recorded evaluation configuration: {"Method category":"Classical","Evaluation on full set":"true"}. This record does not assert independent reproduction. ### Rivas-Villar A Score: 66. Result ID: 69b2740a6dbb7075b95ce99e. [Reporting paper]() Recorded evaluation configuration: {"Method category":"Deep Learning","Evaluation on full set":"true"}. This record does not assert independent reproduction. ### Harris-PIIFD A Score: 44.3. Result ID: 69b2740a6dbb7075b95ce991. [Reporting paper]() Recorded evaluation configuration: {"Method category":"Classical","Evaluation on full set":"true"}. This record does not assert independent reproduction. ### SURF+WGTM A Score: 6.9. Result ID: 69b2740a6dbb7075b95ce992. [Reporting paper]() Recorded evaluation configuration: {"Method category":"Classical","Evaluation on full set":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.