# Image Matching on DeSurT (833 pairs total) Source: [Image Matching on DeSurT (833 pairs total)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:33.755Z Evaluation of image matching performance on the DeSurT dataset, reporting MS and MMA scores. 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 | Image Matching | | Dataset (including any stated split) | DeSurT (833 pairs total) | | Metric | MS Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | 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 - [MS Score](): Higher is better; unit: PERCENT. - [MMA Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | MS Score | Result date | Report paper | | --- | --- | --- | --- | | DALF | 49 | Not recorded | 68fa6ef31e209131cea43210 | | DISK | 44 | Not recorded | 68fa6ef31e209131cea43210 | | SuperPoint | 39 | Not recorded | 68fa6ef31e209131cea43210 | | SuperGlue | 39 | Not recorded | 68fa6ef31e209131cea43210 | | Det. + DEAL | 33 | Not recorded | 68fa6ef31e209131cea43210 | | ASLFeat | 28 | Not recorded | 68fa6b441e209131cea2d1e6 | | LF-Net | 28 | Not recorded | 68fa6b441e209131cea2d1e6 | | LF-Net | 28 | Not recorded | 68fa6ef31e209131cea43210 | | ASLFeat | 28 | Not recorded | 68fa6ef31e209131cea43210 | | DEAL | 27 | Not recorded | 68fa6b441e209131cea2d1e6 | | SIFT + DEAL | 27 | Not recorded | 68fa6ef31e209131cea43210 | | GeoPatch | 26 | Not recorded | 68fa6ef31e209131cea43210 | | Log-Polar | 24 | Not recorded | 68fa6b441e209131cea2d1e6 | | Log-Polar | 23 | Not recorded | 68fa6b441e209131cea2d1e6 | | Log-Polar | 23 | Not recorded | 68fa6ef31e209131cea43210 | | DaLI | 21 | Not recorded | 68fa6b441e209131cea2d1e6 | | TFeat | 21 | Not recorded | 68fa6b441e209131cea2d1e6 | | TFeat | 21 | Not recorded | 68fa6ef31e209131cea43210 | | DaLI | 21 | Not recorded | 68fa6ef31e209131cea43210 | | TFeat | 20 | Not recorded | 68fa6b441e209131cea2d1e6 | | GeoBit | 20 | Not recorded | 68fa6b441e209131cea2d1e6 | | GeoBit | 20 | Not recorded | 68fa6ef31e209131cea43210 | | ORB | 18 | Not recorded | 68fa6b441e209131cea2d1e6 | | ORB | 18 | Not recorded | 68fa6ef31e209131cea43210 | | SOSNet | 17 | Not recorded | 68fa6b441e209131cea2d1e6 | | SOSNet | 17 | Not recorded | 68fa6ef31e209131cea43210 | | DAISY | 16 | Not recorded | 68fa6b441e209131cea2d1e6 | | FREAK | 16 | Not recorded | 68fa6b441e209131cea2d1e6 | | DAISY | 16 | Not recorded | 68fa6ef31e209131cea43210 | | FREAK | 16 | Not recorded | 68fa6ef31e209131cea43210 | | BRAND | 14 | Not recorded | 68fa6b441e209131cea2d1e6 | | R2D2 | 14 | Not recorded | 68fa6b441e209131cea2d1e6 | | D2-Net | 14 | Not recorded | 68fa6b441e209131cea2d1e6 | | BRAND | 14 | Not recorded | 68fa6ef31e209131cea43210 | | D2-Net | 14 | Not recorded | 68fa6ef31e209131cea43210 | | R2D2 | 14 | Not recorded | 68fa6ef31e209131cea43210 | | LIFT | 8 | Not recorded | 68fa6b441e209131cea2d1e6 | | LIFT | 8 | Not recorded | 68fa6ef31e209131cea43210 | ### DALF MS Score: 49. Result ID: 69908bc73a6c31484901568b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RGB":true,"D&D":true,"D-A":true,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### DISK MS Score: 44. Result ID: 69908bc73a6c314849015684. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RGB":true,"D&D":true,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### SuperPoint MS Score: 39. Result ID: 69908bc73a6c314849015681. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RGB":true,"D&D":true,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### SuperGlue MS Score: 39. Result ID: 69908bc73a6c314849015685. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RGB":true,"D&D":true,"D-A":false,"Number of keypoints":"2048","Learned matcher":true}. This record does not assert independent reproduction. ### Det. + DEAL MS Score: 33. Result ID: 69908bc73a6c31484901568a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RGB":true,"D&D":false,"D-A":true,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### ASLFeat MS Score: 28. Result ID: 698e7594ffc3901de09dc634. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Keypoint Source":"Self-detected (2,048 keypoints)"}. This record does not assert independent reproduction. ### LF-Net MS Score: 28. Result ID: 698e7594ffc3901de09dc637. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Keypoint Source":"Self-detected (2,048 keypoints)"}. This record does not assert independent reproduction. ### LF-Net MS Score: 28. Result ID: 69908bc73a6c31484901567e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RGB":true,"D&D":true,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### ASLFeat MS Score: 28. Result ID: 69908bc73a6c314849015683. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RGB":true,"D&D":true,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### DEAL MS Score: 27. Result ID: 698e7594ffc3901de09dc63b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SIFT + DEAL MS Score: 27. Result ID: 69908bc73a6c314849015689. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RGB":true,"D&D":false,"D-A":true,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### GeoPatch MS Score: 26. Result ID: 69908bc73a6c314849015687. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RGB":false,"D&D":false,"D-A":true,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### Log-Polar MS Score: 24. Result ID: 698e7594ffc3901de09dc639. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"Re-trained on non-rigid dataset"}. This record does not assert independent reproduction. ### Log-Polar MS Score: 23. Result ID: 698e7594ffc3901de09dc635. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Log-Polar MS Score: 23. Result ID: 69908bc73a6c31484901567c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RGB":true,"D&D":false,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### DaLI MS Score: 21. Result ID: 698e7594ffc3901de09dc631. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFeat MS Score: 21. Result ID: 698e7594ffc3901de09dc633. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFeat MS Score: 21. Result ID: 69908bc73a6c31484901567b. [Reporting paper]() Recorded evaluation configuration: {"RGB":true,"D&D":false,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### DaLI MS Score: 21. Result ID: 69908bc73a6c314849015688. [Reporting paper]() Recorded evaluation configuration: {"RGB":false,"D&D":false,"D-A":true,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### TFeat MS Score: 20. Result ID: 698e7594ffc3901de09dc632. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"Re-trained on non-rigid dataset"}. This record does not assert independent reproduction. ### GeoBit MS Score: 20. Result ID: 698e7594ffc3901de09dc63a. [Reporting paper]() Recorded evaluation configuration: {"Input Modality":"RGB-D"}. This record does not assert independent reproduction. ### GeoBit MS Score: 20. Result ID: 69908bc73a6c314849015686. [Reporting paper]() Recorded evaluation configuration: {"RGB":false,"D&D":false,"D-A":true,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### ORB MS Score: 18. Result ID: 698e7594ffc3901de09dc62d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ORB MS Score: 18. Result ID: 69908bc73a6c314849015678. [Reporting paper]() Recorded evaluation configuration: {"RGB":true,"D&D":false,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### SOSNet MS Score: 17. Result ID: 698e7594ffc3901de09dc62e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SOSNet MS Score: 17. Result ID: 69908bc73a6c31484901567d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RGB":true,"D&D":false,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### DAISY MS Score: 16. Result ID: 698e7594ffc3901de09dc62f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FREAK MS Score: 16. Result ID: 698e7594ffc3901de09dc630. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAISY MS Score: 16. Result ID: 69908bc73a6c314849015679. [Reporting paper]() Recorded evaluation configuration: {"RGB":true,"D&D":false,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### FREAK MS Score: 16. Result ID: 69908bc73a6c31484901567a. [Reporting paper]() Recorded evaluation configuration: {"RGB":true,"D&D":false,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### BRAND MS Score: 14. Result ID: 698e7594ffc3901de09dc62b. [Reporting paper]() Recorded evaluation configuration: {"Input Modality":"RGB-D"}. This record does not assert independent reproduction. ### R2D2 MS Score: 14. Result ID: 698e7594ffc3901de09dc62c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Keypoint Source":"Self-detected (2,048 keypoints)"}. This record does not assert independent reproduction. ### D2-Net MS Score: 14. Result ID: 698e7594ffc3901de09dc636. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Keypoint Source":"Self-detected (2,048 keypoints)"}. This record does not assert independent reproduction. ### BRAND MS Score: 14. Result ID: 69908bc73a6c314849015677. [Reporting paper]() Recorded evaluation configuration: {"RGB":true,"D&D":false,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### D2-Net MS Score: 14. Result ID: 69908bc73a6c314849015680. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RGB":true,"D&D":true,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### R2D2 MS Score: 14. Result ID: 69908bc73a6c314849015682. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RGB":true,"D&D":true,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. This record does not assert independent reproduction. ### LIFT MS Score: 8. Result ID: 698e7594ffc3901de09dc638. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Keypoint Source":"Self-detected (2,048 keypoints)"}. This record does not assert independent reproduction. ### LIFT MS Score: 8. Result ID: 69908bc73a6c31484901567f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RGB":true,"D&D":true,"D-A":false,"Number of keypoints":"2048","Learned matcher":false}. 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