# Lesion

Source: [Lesion](<https://www.sota2.com/research/dataset/lesion>)

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

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.

## Benchmarks

Page 1 of 2. This is an index page, not the full collection.

- [Next index page](<https://www.sota2.com/research/dataset/lesion.md?page=2>): Follow this link to discover more pages.

- [Metal Artifact Restoration on SynDeepLesion Tiny size (test)](<https://www.sota2.com/research/sota/metal-artifact-restoration-on-syndeeplesion-tiny-size-test.md>): Metal Artifact Restoration; SynDeepLesion Tiny size (test).

- [Metal Artifact Restoration on SynDeepLesion Small size (test)](<https://www.sota2.com/research/sota/metal-artifact-restoration-on-syndeeplesion-small-size-test.md>): Metal Artifact Restoration; SynDeepLesion Small size (test).

- [Universal Lesion Detection on DeepLesion universal (test)](<https://www.sota2.com/research/sota/universal-lesion-detection-on-deeplesion-universal-test.md>): Universal Lesion Detection; DeepLesion universal (test).

- [Lesion Detection on DeepLesion (test)](<https://www.sota2.com/research/sota/lesion-detection-on-deeplesion-test.md>): Lesion Detection; DeepLesion (test).

- [Classification on DeepLesion+#](<https://www.sota2.com/research/sota/classification-on-deeplesion-plus-sharp.md>): Classification; DeepLesion+#.

- [Medical Lesion Segmentation on Breast Lesion](<https://www.sota2.com/research/sota/medical-lesion-segmentation-on-breast-lesion.md>): Medical Lesion Segmentation; Breast Lesion.

- [Skin Lesion Segmentation on Skin Lesion Average](<https://www.sota2.com/research/sota/skin-lesion-segmentation-on-skin-lesion-average.md>): Skin Lesion Segmentation; Skin Lesion Average.

- [Cancer Lesion Segmentation on Pancreas cancer lesion dataset](<https://www.sota2.com/research/sota/cancer-lesion-segmentation-on-pancreas-cancer-lesion-dataset.md>): Cancer lesion segmentation; Pancreas cancer lesion dataset.

- [Cancer Lesion Segmentation on Prostate cancer lesion dataset](<https://www.sota2.com/research/sota/cancer-lesion-segmentation-on-prostate-cancer-lesion-dataset.md>): Cancer lesion segmentation; Prostate cancer lesion dataset.

- [Universal Lesion Detection on DeepLesion official (test)](<https://www.sota2.com/research/sota/universal-lesion-detection-on-deeplesion-official-test.md>): Universal Lesion Detection; DeepLesion official (test).

- [Metal Artifact Reduction on DeepLesion synthesized (Medium Metal)](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-deeplesion-synthesized-medium-metal.md>): Metal Artifact Reduction; DeepLesion synthesized (Medium Metal).

- [Object Size Area Estimation on Skin Lesion (100 random splits)](<https://www.sota2.com/research/sota/object-size-area-estimation-on-skin-lesion-100-random-splits.md>): Object size area estimation; Skin Lesion (100 random splits).

- [Lesion Detection on DeepLesion official (test)](<https://www.sota2.com/research/sota/lesion-detection-on-deeplesion-official-test.md>): Lesion Detection; DeepLesion official (test).

- [Cancer Lesion Segmentation on Kidney cancer lesion dataset](<https://www.sota2.com/research/sota/cancer-lesion-segmentation-on-kidney-cancer-lesion-dataset.md>): Cancer lesion segmentation; Kidney cancer lesion dataset.

- [Breast lesion malignancy diagnosis on Breast lesion candidates for biopsy (all cohorts)](<https://www.sota2.com/research/sota/breast-lesion-malignancy-diagnosis-on-breast-lesion-candidates-for-biopsy-all-cohorts.md>): Breast lesion malignancy diagnosis; Breast lesion candidates for biopsy (all cohorts).

- [Conformal Prediction on Skin Lesion](<https://www.sota2.com/research/sota/conformal-prediction-on-skin-lesion.md>): Conformal Prediction; Skin Lesion.

- [Lesion Segmentation on COVID-19 lung lesion segmentation (test)](<https://www.sota2.com/research/sota/lesion-segmentation-on-covid-19-lung-lesion-segmentation-test.md>): Lesion Segmentation; COVID-19 lung lesion segmentation (test).

- [Skin Lesion Segmentation Complexity Analysis](<https://www.sota2.com/research/sota/skin-lesion-segmentation-complexity-analysis.md>): Skin Lesion Segmentation; Skin Lesion Segmentation Complexity Analysis.

- [Sparse-view Metal Artifact Removal on DeepLesion (test)](<https://www.sota2.com/research/sota/sparse-view-metal-artifact-removal-on-deeplesion-test.md>): Sparse-view metal artifact removal; DeepLesion (test).

- [Lesion Segmentation on ComLesion-14K 1.0 (test)](<https://www.sota2.com/research/sota/lesion-segmentation-on-comlesion-14k-1-0-test.md>): Lesion Segmentation; ComLesion-14K 1.0 (test).

- [Lesion Detection on NIH DeepLesion (test)](<https://www.sota2.com/research/sota/lesion-detection-on-nih-deeplesion-test.md>): Lesion Detection; NIH DeepLesion (test).

- [Long-tailed classification on Lesion-10 (test)](<https://www.sota2.com/research/sota/long-tailed-classification-on-lesion-10-test.md>): Long-tailed classification; Lesion-10 (test).

- [Tumor/Lesion Size Estimation on MedVision Tumor Lesion 2K samples](<https://www.sota2.com/research/sota/tumor-lesion-size-estimation-on-medvision-tumor-lesion-2k-samples.md>): Tumor/Lesion Size Estimation; MedVision Tumor Lesion 2K samples.

- [Object Detection on MedVision Tumor/Lesion (8 regions) V0](<https://www.sota2.com/research/sota/object-detection-on-medvision-tumor-lesion-8-regions-v0.md>): Object Detection; MedVision Tumor/Lesion (8 regions) V0.

- [Universal Lesion Detection on DeepLesion standard (test)](<https://www.sota2.com/research/sota/universal-lesion-detection-on-deeplesion-standard-test.md>): Universal Lesion Detection; DeepLesion standard (test).

- [Ischemic Lesion Segmentation on Ischemic Lesion Segmentation Coronal (test)](<https://www.sota2.com/research/sota/ischemic-lesion-segmentation-on-ischemic-lesion-segmentation-coronal-test.md>): Ischemic Lesion Segmentation; Ischemic Lesion Segmentation Coronal (test).

- [Ischemic Lesion Segmentation on Ischemic Lesion Segmentation Sagittal (test)](<https://www.sota2.com/research/sota/ischemic-lesion-segmentation-on-ischemic-lesion-segmentation-sagittal-test.md>): Ischemic Lesion Segmentation; Ischemic Lesion Segmentation Sagittal (test).

- [Ischemic Lesion Segmentation on Ischemic Lesion Segmentation Axial (test)](<https://www.sota2.com/research/sota/ischemic-lesion-segmentation-on-ischemic-lesion-segmentation-axial-test.md>): Ischemic Lesion Segmentation; Ischemic Lesion Segmentation Axial (test).

- [Sparse-view CT reconstruction on DeepLesion (in-domain)](<https://www.sota2.com/research/sota/sparse-view-ct-reconstruction-on-deeplesion-in-domain.md>): Sparse-view CT reconstruction; DeepLesion (in-domain).

- [Metal Artifact Restoration on SynDeepLesion Medium (test)](<https://www.sota2.com/research/sota/metal-artifact-restoration-on-syndeeplesion-medium-test.md>): Metal Artifact Restoration; SynDeepLesion Medium (test).

- [Metal Artifact Restoration on SynDeepLesion Large (test)](<https://www.sota2.com/research/sota/metal-artifact-restoration-on-syndeeplesion-large-test.md>): Metal Artifact Restoration; SynDeepLesion Large (test).

- [Metal Artifact Restoration on SynDeepLesion Medium](<https://www.sota2.com/research/sota/metal-artifact-restoration-on-syndeeplesion-medium.md>): Metal Artifact Restoration; SynDeepLesion Medium.

- [Metal Artifact Restoration on SynDeepLesion Large](<https://www.sota2.com/research/sota/metal-artifact-restoration-on-syndeeplesion-large.md>): Metal Artifact Restoration; SynDeepLesion Large.

- [Medical Lesion Segmentation on Skin Lesion](<https://www.sota2.com/research/sota/medical-lesion-segmentation-on-skin-lesion.md>): Medical Lesion Segmentation; Skin Lesion.

- [Conformal Prediction on Dematoscopic skin lesion](<https://www.sota2.com/research/sota/conformal-prediction-on-dematoscopic-skin-lesion.md>): Conformal Prediction; Dematoscopic skin lesion.

- [Lesion Tracking on Deep Lesion Tracking (test)](<https://www.sota2.com/research/sota/lesion-tracking-on-deep-lesion-tracking-test.md>): Lesion Tracking; Deep Lesion Tracking (test).

- [Multi-domain Stain Transfer on Human Lung Lesion Dataset ANHIR (test)](<https://www.sota2.com/research/sota/multi-domain-stain-transfer-on-human-lung-lesion-dataset-anhir-test.md>): Multi-domain Stain Transfer; Human Lung Lesion Dataset ANHIR (test).

- [Metal Artifact Reduction on DeepLesion Average (test)](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-deeplesion-average-test.md>): Metal Artifact Reduction; DeepLesion Average (test).

- [Metal Artifact Reduction on DeepLesion Small Metal (test)](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-deeplesion-small-metal-test.md>): Metal Artifact Reduction; DeepLesion Small Metal (test).

- [Metal Artifact Reduction on DeepLesion Metal Size Group 4 (test)](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-deeplesion-metal-size-group-4-test.md>): Metal Artifact Reduction; DeepLesion Metal Size Group 4 (test).

- [Metal Artifact Reduction on DeepLesion Metal Size Group 3 (test)](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-deeplesion-metal-size-group-3-test.md>): Metal Artifact Reduction; DeepLesion Metal Size Group 3 (test).

- [Metal Artifact Reduction on DeepLesion Metal Size Group 2 (test)](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-deeplesion-metal-size-group-2-test.md>): Metal Artifact Reduction; DeepLesion Metal Size Group 2 (test).

- [Metal Artifact Reduction on DeepLesion Large Metal (test)](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-deeplesion-large-metal-test.md>): Metal Artifact Reduction; DeepLesion Large Metal (test).

- [Metal Artifact Reduction on Synthesized DeepLesion Average](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-synthesized-deeplesion-average.md>): Metal Artifact Reduction; Synthesized DeepLesion Average.

- [Metal Artifact Reduction on Synthesized DeepLesion Small Metal Subset 2](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-synthesized-deeplesion-small-metal-subset-2.md>): Metal Artifact Reduction; Synthesized DeepLesion Small Metal Subset 2.

- [Metal Artifact Reduction on Synthesized DeepLesion Small Metal Subset 1](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-synthesized-deeplesion-small-metal-subset-1.md>): Metal Artifact Reduction; Synthesized DeepLesion Small Metal Subset 1.

- [Metal Artifact Reduction on Synthesized DeepLesion Large Metal Subset 2](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-synthesized-deeplesion-large-metal-subset-2.md>): Metal Artifact Reduction; Synthesized DeepLesion Large Metal Subset 2.

- [Metal Artifact Reduction on Synthesized DeepLesion Large Metal Subset 1](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-synthesized-deeplesion-large-metal-subset-1.md>): Metal Artifact Reduction; Synthesized DeepLesion Large Metal Subset 1.

- [Metal Artifact Reduction on DeepLesion 43 (test)](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-deeplesion-43-test.md>): Metal Artifact Reduction; DeepLesion 43 (test).

- [Breast Lesion Segmentation on Breast Lesion Ultrasound Video dataset (test)](<https://www.sota2.com/research/sota/breast-lesion-segmentation-on-breast-lesion-ultrasound-video-dataset-test.md>): Breast Lesion Segmentation; Breast Lesion Ultrasound Video dataset (test).

- [Anomaly Segmentation on CHRONIC real 2D CT lesion data](<https://www.sota2.com/research/sota/anomaly-segmentation-on-chronic-real-2d-ct-lesion-data.md>): Anomaly segmentation; CHRONIC real 2D CT lesion data.

- [Anomaly segmentation on KCH real 2D CT lesion data](<https://www.sota2.com/research/sota/anomaly-segmentation-on-kch-real-2d-ct-lesion-data.md>): Anomaly segmentation; KCH real 2D CT lesion data.

- [Anomaly Segmentation on CROMIS real 2D CT lesion data](<https://www.sota2.com/research/sota/anomaly-segmentation-on-cromis-real-2d-ct-lesion-data.md>): Anomaly segmentation; CROMIS real 2D CT lesion data.

- [Myocardial lesion segmentation on Myocardial lesion segmentation dataset](<https://www.sota2.com/research/sota/myocardial-lesion-segmentation-on-myocardial-lesion-segmentation-dataset.md>): Myocardial lesion segmentation; Myocardial lesion segmentation dataset.

- [Video Object Segmentation on Breast Lesion](<https://www.sota2.com/research/sota/video-object-segmentation-on-breast-lesion.md>): Video Object Segmentation; Breast Lesion.

- [Metal Artifact Reduction on DeepLesion synthesized](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-deeplesion-synthesized.md>): Metal Artifact Reduction; DeepLesion synthesized.

- [Lesion Segmentation on DeepLesion (test)](<https://www.sota2.com/research/sota/lesion-segmentation-on-deeplesion-test.md>): Lesion Segmentation; DeepLesion (test).

- [Lesion Tagging on DeepLesion (test)](<https://www.sota2.com/research/sota/lesion-tagging-on-deeplesion-test.md>): Lesion Tagging; DeepLesion (test).

- [Medical Image Segmentation on Skin Lesion (held-out)](<https://www.sota2.com/research/sota/medical-image-segmentation-on-skin-lesion-held-out.md>): Medical Image Segmentation; Skin Lesion (held-out).

- [Medical Diagnosis on DeepLesion](<https://www.sota2.com/research/sota/medical-diagnosis-on-deeplesion.md>): Medical Diagnosis; DeepLesion.

- [Breast lesion biopsy candidate identification on Breast Lesion (All Cohorts)](<https://www.sota2.com/research/sota/breast-lesion-biopsy-candidate-identification-on-breast-lesion-all-cohorts.md>): Breast lesion biopsy candidate identification; Breast Lesion (All Cohorts).

- [PET Super-Resolution on FDG-PET-CT-Lesions OOD 12 mm FWHM, SR×6 (test)](<https://www.sota2.com/research/sota/pet-super-resolution-on-fdg-pet-ct-lesions-ood-12-mm-fwhm-sr-6-test.md>): PET Super-Resolution; FDG-PET-CT-Lesions OOD 12 mm FWHM, SR×6 (test).

- [PET Super-Resolution on FDG-PET-CT-Lesions Standard 8 mm FWHM SR×4 (test)](<https://www.sota2.com/research/sota/pet-super-resolution-on-fdg-pet-ct-lesions-standard-8-mm-fwhm-sr-4-test.md>): PET Super-Resolution; FDG-PET-CT-Lesions Standard 8 mm FWHM SR×4 (test).

- [Lesion Detection and Volume Estimation on Vertebral CT Mixed lesions](<https://www.sota2.com/research/sota/lesion-detection-and-volume-estimation-on-vertebral-ct-mixed-lesions.md>): Lesion Detection and Volume Estimation; Vertebral CT Mixed lesions.

- [Lesion Detection and Volume Estimation on Vertebral CT Lytic lesions](<https://www.sota2.com/research/sota/lesion-detection-and-volume-estimation-on-vertebral-ct-lytic-lesions.md>): Lesion Detection and Volume Estimation; Vertebral CT Lytic lesions.

- [Lesion Detection and Volume Estimation on Vertebral CT Blastic lesions](<https://www.sota2.com/research/sota/lesion-detection-and-volume-estimation-on-vertebral-ct-blastic-lesions.md>): Lesion Detection and Volume Estimation; Vertebral CT Blastic lesions.

- [Instance-level and global segmentation on Clinical CT Mixed lesions (test)](<https://www.sota2.com/research/sota/instance-level-and-global-segmentation-on-clinical-ct-mixed-lesions-test.md>): Instance-level and global segmentation; Clinical CT Mixed lesions (test).

- [Instance-level and global segmentation on Clinical CT Lytic lesions (test)](<https://www.sota2.com/research/sota/instance-level-and-global-segmentation-on-clinical-ct-lytic-lesions-test.md>): Instance-level and global segmentation; Clinical CT Lytic lesions (test).

- [Instance-level and Global Segmentation on Clinical CT Blastic lesions (test)](<https://www.sota2.com/research/sota/instance-level-and-global-segmentation-on-clinical-ct-blastic-lesions-test.md>): Instance-level and global segmentation; Clinical CT Blastic lesions (test).

- [Metal Artifact Reduction on DeepLesion simulated (test)](<https://www.sota2.com/research/sota/metal-artifact-reduction-on-deeplesion-simulated-test.md>): Metal Artifact Reduction; DeepLesion simulated (test).

- [Universal Lesion Detection on DeepLesion key-slice (test)](<https://www.sota2.com/research/sota/universal-lesion-detection-on-deeplesion-key-slice-test.md>): Universal Lesion Detection; DeepLesion key-slice (test).

- [Concept Segmentation on CD Concepts Medical Lesion](<https://www.sota2.com/research/sota/concept-segmentation-on-cd-concepts-medical-lesion.md>): Concept Segmentation; CD Concepts Medical Lesion.

- [Semantic Segmentation on QIN-Lesion (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-qin-lesion-test.md>): Semantic Segmentation; QIN-Lesion (test).

- [Image Regression on SkinLesionPixels (SLP) (test N=250)](<https://www.sota2.com/research/sota/image-regression-on-skinlesionpixels-slp-test-n-250.md>): Image Regression; SkinLesionPixels (SLP) (test N=250).

- [CT Metal Artifact Reduction on Synthesized DeepLesion Metal Size Group 5 (Smallest) (test)](<https://www.sota2.com/research/sota/ct-metal-artifact-reduction-on-synthesized-deeplesion-metal-size-group-5-smallest-test.md>): CT Metal Artifact Reduction; Synthesized DeepLesion Metal Size Group 5 (Smallest) (test).

- [CT Metal Artifact Reduction on Synthesized DeepLesion Metal Size Group 4 (test)](<https://www.sota2.com/research/sota/ct-metal-artifact-reduction-on-synthesized-deeplesion-metal-size-group-4-test.md>): CT Metal Artifact Reduction; Synthesized DeepLesion Metal Size Group 4 (test).

- [CT Metal Artifact Reduction on Synthesized DeepLesion Metal Size Group 3 (test)](<https://www.sota2.com/research/sota/ct-metal-artifact-reduction-on-synthesized-deeplesion-metal-size-group-3-test.md>): CT Metal Artifact Reduction; Synthesized DeepLesion Metal Size Group 3 (test).

- [CT Metal Artifact Reduction on Synthesized DeepLesion Metal Size Group 2 (test)](<https://www.sota2.com/research/sota/ct-metal-artifact-reduction-on-synthesized-deeplesion-metal-size-group-2-test.md>): CT Metal Artifact Reduction; Synthesized DeepLesion Metal Size Group 2 (test).

- [CT Metal Artifact Reduction on Synthesized DeepLesion Metal Size Group 1 (Largest) (test)](<https://www.sota2.com/research/sota/ct-metal-artifact-reduction-on-synthesized-deeplesion-metal-size-group-1-largest-test.md>): CT Metal Artifact Reduction; Synthesized DeepLesion Metal Size Group 1 (Largest) (test).

- [Medical Image Classification on Skin Lesion Standard Datasets](<https://www.sota2.com/research/sota/medical-image-classification-on-skin-lesion-standard-datasets.md>): Medical Image Classification; Skin Lesion Standard Datasets.