fidoptLeaderboards
Registration
Align a moving image onto a fixed one: the method returns the deformation, checked on the contours and landmarks of both. A leaderboard ranks one kind of problem: choose yours on the left, or find it with the filters. A method that leads one can trail another.
Modalities
All79Bright field – Bright field1CBCT – CBCT1CBCT – CT5CT – CT19CT – micro-CT1Fluorescence – EM1Fluorescence – Fluorescence5Fundus – Fundus2MR – CT1MR – MR26MR – micro-CT1Optical – Optical1PET – CT2Photograph – Photograph2SHG – Bright field1SPECT – SPECT1US – CT1US – MR2X-ray – X-ray2electron microscopy – electron microscopy1histology – Fluorescence1histology – histology1micro-CT – micro-CT1
Annotations
Every problem OfficialResearch
Radiographs (2D), inter-patient
2 datasets (5 in research) · mean rankRepeat scans, same patient
1 dataset · mean rank- 1deeds1.33
- 2greedy2.00
- 3ConvexAdam (MIND)2.67
- 4NiftyReg4.33
- 5Demons4.67
Brain MR, same patient
1 dataset (2 in research) · mean rank- 1ConvexAdam (MIND)1.33
- 2Demons1.67
Thorax and abdomen MR, breathing, same patient
1 dataset · mean rank- 1Demons1.00
- 2ConvexAdam (MIND)2.00
Hand MR, two poses, same patient
1 dataset · mean rank- 1ConvexAdam (MIND)1.50
- 1Demons1.50
Tumours under treatment, same patient
1 dataset (3 in research) · mean rank- 1ConvexAdam (MIND)1.50
- 1Demons1.50
Abdomen MR, inter-patient
2 datasets · mean rank- 1ConvexAdam (MIND)1.50
- 2Demons2.17
Abdomen CT, same patient
3 datasets · mean rank- 1Demons1.67
Abdomen CT, inter-patient
3 datasets (4 in research) · mean rank- 1Demons1.11
Heart SPECT, inter-patient
1 dataset · mean rank- 1ConvexAdam (MIND)1.00
Heart CT, same animal, months apart
1 dataset · mean rank- 1NiftyReg1.00
Fluorescence microscopy, between animals
1 dataset · mean rank- 1ConvexAdam (MIND)1.00
Mouse micro-CT, same animal
1 dataset · mean rank- 1ConvexAdam (MIND)1.00
Ex vivo medial temporal lobe MRI, between donors
1 dataset · mean rank- 1Demons1.00
Photographs of a planar scene (2D), ranked apart
1 dataset · mean rankHistology serial sections (2D), same block
1 dataset · mean rankDrone to crewed aerial photographs
1 dataset · mean rankSerial EM, known in-plane deformation
1 dataset (3 in research) · mean rankRepeat chest CT, same patient, tumour truth
1 dataset · mean rank- 1greedy1.67
- 2NiftyReg2.00
- 3Demons3.00
- 4ConvexAdam (MIND)3.67
- 5deeds4.67
Simulated thoracic CBCT, known motion
1 dataset · mean rank- 1greedy1.50
- 2deeds2.00
- 3ConvexAdam (MIND)2.50
- 4NiftyReg4.00
Temporal bone CBCT, between donors
1 dataset · mean rank- 1ConvexAdam (MIND)1.00
- 2NiftyReg2.67
- 3multiGradICON3.00
- 4uniGradICON3.33
Pediatric T1 MRI with automatic regional labels
1 dataset · mean rank- 1ConvexAdam (MIND)1.67
- 2anatomix + ConvexAdam2.00
- 3Demons2.67
- 4multiGradICON3.67
Rigid registration, CT to ultrasound
1 dataset · mean rankLight-sheet microscopy of whole mice, between animals
1 dataset · mean rank- 1ConvexAdam (MIND)1.33
- 2anatomix + ConvexAdam1.67
Abdomen CT, same patient, files without their voxel size
2 datasets · mean rank- 1ConvexAdam (MIND)1.33
- 2Demons1.67
Mouse brain MR, between animals
1 dataset · mean rank- 1ConvexAdam (MIND)1.33
- 2Demons1.67
Light-sheet whole mouse brains, two channels, known warp (out of core)
1 dataset · mean rank- 1anatomix + ConvexAdam1.00
- 2ConvexAdam (MIND)2.00
Microscopy (2D), two modalities, known deformation
1 dataset · mean rank- 1NiftyReg1.00
Head and neck MR during treatment, tumour centres
1 dataset · mean rank- 1Demons1.00
Marmoset MRI before and after fixation
1 dataset · mean rank- 1ConvexAdam (MIND)1.00
Simulated thoracic CBCT contours
1 dataset · mean rank41 more wait for a method with a result on every dataset: on the left.
What has been run
Every method on every dataset of the task, with its place in that dataset's table. A cell opens the dataset.
| Lung CT, same patient | Abdomen CT, same patient | Abdomen CT, inter-patient | Brain MR, inter-subject | Brain MR, same patient | Two modalities, same patient | Learn2Reg official validation pairs | Repeat scans, same patient | Heart MR, same patient | Heart SPECT, inter-patient | Heart CT, same animal, months apart | Thorax and abdomen MR, breathing, same patient | Chest and body CT, inter-patient | Head, neck and spine, inter-patient | Knee MR, inter-patient | Hand MR, two poses, same patient | Tumours under treatment, same patient | Abdomen MR, inter-patient | Prostate MR, inter-patient | Fluorescence microscopy, between animals | Mouse micro-CT, same animal | Retina photographs (2D), same eye | Heart ultrasound (2D), same patient | Radiographs (2D), inter-patient | Ex vivo medial temporal lobe MRI, between donors | Abdomen CT, inter-patient, automatic organ labels | Repeat chest CT, same patient, tumour truth | Photographs of scenes (2D), two viewpoints or times | Photographs of scenes (2D), two viewpoints, points from depth and camera poses | Speckle images (2D), known sub-pixel displacement, ranked apart | Frames of a scene (2D), optical flow, ranked apart | Plants (2D), same plant over days | MR to CT, same patient (SynthRAD) | CBCT to CT, same patient (SynthRAD) | Brain MR, inter-subject, automatic labels | Known deformation, two images of one session | Same patient, truth made by a program | Mouse CT to MR, ranked apart | Photographs of a planar scene (2D), ranked apart | Microscopy (2D), two modalities, known deformation | Histology serial sections (2D), same block | Light-sheet microscopy of whole mice, between animals | Abdomen CT, same patient, files without their voxel size | Pelvis CT to CT and MR to CT, same patient | Optical to SAR (2D), same place | Mouse brain MR, between animals | Body CT, repeated pairs of eight test patients | Fluorescence microscopy, repeated volumes of one worm | CLEM, known added deformation | Marmoset STPT, propagated atlas regions | Drone to crewed aerial photographs | Simulated 3D cardiac ultrasound | UVDoc paper deformation | Cardiac cine MRI, model motion | Serial EM, known in-plane deformation | Prostate MR–TRUS, three annotated cases | CLEM-Reg cellular volumes | DeepLIIF IHC–DAPI, known deformation | Head and neck MR during treatment, tumour centres | Marmoset MRI before and after fixation | Simulated thoracic CBCT, known motion | Simulated thoracic CBCT contours | Simulated CBCT to CT | MR-linac cine target motion | ORION native ROIs, known warp | Temporal bone CBCT, between donors | Rigid registration, CT to ultrasound | Pediatric T1 MRI with automatic regional labels | IXI atlas registration, automatic labels | Colorectal TMA serial-section epithelium | Light-sheet whole mouse brains, two channels, known warp (out of core) | Brain MR, inter-subject, simulated phantoms | Spatial transcriptomics, adjacent H&E sections (2D) | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| L2R_LungCT | Lung250M | POPI | LungDIRQA | LUNA25 | AbdomenDIRQA | LiverDIRQA | HQColon | AMOS_CTCT | PancreasCT8 | CRLMCT | L2R_AbdomenCTCT | AFIDs | L2R_HippocampusMR | UltraCortex | MCRIB | Mindboggle101 | BOBs | BraTSReg | L2R_ThoraxCBCT | RESECT | PancreaticCTCBCT | PelvicReference | ProstateMRUS | L2R_AbdomenMRCT | muRegPro | BITE | CHAOS_MR | TopCoW | LiverUSCT | TopBrain | L2R_NLST | L2R_OASIS | QINProstateRepeat | Sunnybrook | PigCardiacMR | STACOM2011 | ACDC | YorkCardiacMR | MyocardialSPECT | PigCardiacCT | PediatricThoraxMR | LCTSC | PediatricCT | RibSeg | VerSe | SpineGeneric | InnerEarCT | TongueMR | PDDCA | ToothCBCT | OpenKBP | KneeMR | HandMR | CervixMR | LongitudinalCT | HNTSMRG | AMOS_MRMR | TotalSegMRI | PROMISE12 | NeuroPAL | MouseMicroCT | COph100 | FIMD | FIRE | CAMUS | CSXA | AarizCeph | DigitalHandAtlas | BUULSpine | RHPE | ExVivoMTL | KiTS23_CTCT | RIDERLungCT | WxBS | SUN3D | IMCPhotoTourism | ETH3D | DICChallenge2D | TartanAir | MiddleburyFlow | MSUPID | SynthRAD_BrainMRCT | SynthRAD_MRCT | SynthRAD2025_MRCT | SynthRAD2025_HN_MRCT | SynthRAD_BrainCBCTCT | SynthRAD_CBCTCT | SynthRAD2025_CBCTCT | SynthRAD2025_HN_CBCTCT | LUMIR | CalgaryCampinas | VestibularSchwannoma | SPIDER | BonyLabyrinth | AutoPETCT | AutoPSMA | CTColonography | UCSDBrainMets | BreastNACT | MSLesSeg | HNCBCTCT | PSMAFollowUp | MultimodalHC_MRCT | QuadraHC | PanTrack | MouseCTMR | HPatches | SHGBF | KartasaloHistology | AIMOSLightSheet | LiverMetsCT | LiverPhasesCT | PelvisLandmarksCT | PelvisLandmarksMRCT | OpticalSAR | MouseBrainMR | CTORG_Reg | ZephIRWorm | DeepCLEM | MarmosetSTPT | CRASAR_UDROIDs | STRAUS3DEcho | UVDoc | SyntheticCineMR | SNEMI3D | ISBI2012EM | CREMI | FedorovMRTRUS | CLEMReg | DeepLIIF | HNMRLinacADC | MarmosetInVivoExVivoMR | PsCBCTThorax | PsCBCTThorax_Seg | PsCBCTThorax_Syn | TrackRAD2025 | OrionCRC | OpenEar | SpineUSCT | ADHDChildrenMR | IXI_TransMorph | ColorectalTMAStains | AINDSmartSPIM | BrainWeb20 | DLPFCVisium | |
| ConvexAdam (MIND) | 5/10 | 2 | 9/10 | 1 | 6/11 | 9/10 | 2 | 2 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 3 | 3 | 1 | 2 | 1 | 14/17 | 15/30 | 6/11 | 1 | 1 | 1 | 1 | 1 | 1 | 21/29 | 1 | 1 | 1 | 3 | 1 | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 4 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 8/18 | 8/18 | 11/18 | 8/18 | 1 | 1 | 2 | 1 | 7/30 | 29/30 | 8/10 | 21/30 | 1 | 9/10 | 1 | 4 | 1 | 3 | n/a | n/a | n/a | 1 | 1 | 1 | 2 | 2 | n/a | 1 | 3/10 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | 3 | n/a | n/a | n/a | n/a | 1 | n/a | 1 | n/a | 2 | n/a | ||||||||||||||||||||||||||||||||||||||||||
| Demons | 2 | 3 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 4 | 2 | 1 | 2 | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 5 | 3 | n/a | 1 | 2 | 1 | 3 | 1 | 2 | 2 | n/a | 2 | 1 | 1 | 2 | 2 | 3 | 5 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | 3 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 2 | n/a | n/a | n/a | n/a | n/a | 2 | 2 | 1 | n/a | 4 | n/a | 5 | n/a | n/a | n/a | n/a | n/a | 2 | 2 | 5 | n/a | n/a | 2 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | n/a | n/a | n/a | 1 | n/a | n/a | n/a | 3 | n/a | n/a | n/a | ||||||||||||||||||||||||
| NiftyReg | 3 | 3 | 3 | 3 | 2 | 2 | 4 | 1 | 2 | 1 | 4 | 1 | 4 | 4 | 7 | 2 | 2 | 8/18 | 1 | 11/18 | 8/18 | 2 | 1 | 1 | 1 | 1 | 1 | 3 | 3 | 7 | 4 | n/a | n/a | 4 | 1 | 2 | 1 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| greedy | 1 | 1 | 1 | n/a | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 2 | 4 | 2 | 2 | 2 | 2 | 5 | 1 | 2 | n/a | n/a | n/a | n/a | 1 | 1 | n/a | n/a | n/a | n/a | n/a | 3 | n/a | 3 | n/a | n/a | 3 | n/a | n/a | n/a | 7 | n/a | n/a | n/a | n/a | 1 | n/a | n/a | 2 | n/a | 2 | n/a | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| vismatch matchers · ALIKED + LightGlue | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 6 | 5 | 5 | 6 | 6 | 3 | n/a | n/a | n/a | n/a | n/a | n/a | 8 | n/a | n/a | n/a | n/a | n/a | n/a | 4 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 2 | n/a | 2 | n/a | 4 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 4 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| vismatch matchers · DISK + LightGlue | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 4 | 1 | 3 | 5 | 2 | 9 | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | n/a | n/a | n/a | n/a | n/a | 6 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 4 | n/a | 6 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 6 | n/a | 4 | n/a | 6 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 6 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| vismatch matchers · RoMa | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | 1 | 1 | 1 | 1 | 1 | n/a | n/a | n/a | n/a | n/a | n/a | 2 | n/a | n/a | n/a | n/a | n/a | n/a | 2 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | 3 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | 4 | n/a | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 8 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| vismatch matchers · SIFT + LightGlue | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 5 | 3 | 3 | 4 | 3 | 4 | n/a | n/a | n/a | n/a | n/a | n/a | 6 | n/a | n/a | n/a | n/a | n/a | n/a | 5 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 2 | n/a | 2 | n/a | 4 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 7 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| vismatch matchers · XFeat | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 2 | 6 | 2 | 2 | 4 | 8 | n/a | n/a | n/a | n/a | n/a | n/a | 7 | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 5 | n/a | 3 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 5 | n/a | 6 | n/a | 3 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 9 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| vismatch matchers · LoFTR | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 3 | 3 | 10/10 | 2 | 4 | 1 | n/a | n/a | n/a | n/a | n/a | n/a | 2 | n/a | n/a | n/a | n/a | n/a | n/a | 3 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 6 | n/a | 3 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 2 | n/a | 1 | n/a | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 10 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| deeds | 4 | 2 | 1 | 10/10 | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 5 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | 2 | n/a | n/a | n/a | 1 | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 2 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| anatomix + ConvexAdam | 4 | 5 | 2 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 2 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 2 | n/a | 1 | n/a | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ANTs SyN | 6 | n/a | n/a | 3 | 1 | 3 | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| multiGradICON | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | n/a | 3 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 3 | n/a | 4 | n/a | n/a | n/a | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| corrField | 1 | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 4 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | ||||
| uniGradICON | n/a | 3 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 4 | n/a | n/a | n/a | n/a | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| KonfAI segmentation app · IMPACTSeg body, KonfAI app | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| KonfAI synthesis app · TotalSynth CBCT to CT, KonfAI app | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 10/10 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| nnsyn · CBCT to CT, thorax | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 10/10 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
1 place in that table, 1 is best2/10 cases done, not ranked yetn/a does not apply not run some cases failed
How to read a table
- Each score is followed by its change against no registration, the two images as they come: +0.120 in green when the method did better, −0.080 in red when it did worse than doing nothing.
- A method's place averages its ranks on accuracy and on smoothness. A pair it fails on counts against it.
- All methods start from the same roughly aligned pair and only have to find the deformation. Where the two images already match well, doing nothing is hard to beat.
Dice: how much the organ contours overlap, 1 is perfect. HD95: distance between the contours' surfaces. TRE: distance between matching landmarks. rTRE: the TRE over the length of the image's diagonal, to compare datasets of other sizes and units. SDlogJ: how irregular the deformation is, 0 is perfectly smooth. Folds: share of the image where the deformation folds over itself.