# Patches

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

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

- [Homography Estimation on HPatches (Pixel Accuracy Thresholds)](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-pixel-accuracy-thresholds.md>): Homography Estimation; HPatches.

- [Homography estimation on HPatches](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches.md>): Homography estimation; HPatches.

- [Feature Matching on HPatches](<https://www.sota2.com/research/sota/feature-matching-on-hpatches.md>): Feature Matching; HPatches.

- [Geometric Matching on HPatches 240 x 240](<https://www.sota2.com/research/sota/geometric-matching-on-hpatches-240-x-240.md>): Geometric Matching; HPatches 240 x 240.

- [Geometric Matching on HPatches Original Resolution 3](<https://www.sota2.com/research/sota/geometric-matching-on-hpatches-original-resolution-3.md>): Geometric Matching; HPatches Original Resolution 3.

- [Sensor Selection on Weather Forecast Ablation Configurations](<https://www.sota2.com/research/sota/sensor-selection-on-weather-forecast-ablation-configurations.md>): Sensor Selection; Weather Forecast 180 spatial ablation configurations (2 models × 5 cities × 3 variables × 3 patches × 2 perturbations).

- [Homography Estimation on HPatches (Viewpoint)](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-viewpoint.md>): Homography Estimation; HPatches (Viewpoint).

- [Image Matching on HPatches (full)](<https://www.sota2.com/research/sota/image-matching-on-hpatches-full.md>): Image Matching; HPatches (full).

- [Keypoint Matching on HPatches All variations](<https://www.sota2.com/research/sota/keypoint-matching-on-hpatches-all-variations.md>): Keypoint matching; HPatches All variations.

- [Classification on LSM held-out patches (test)](<https://www.sota2.com/research/sota/classification-on-lsm-held-out-patches-test.md>): Classification; LSM held-out patches (test).

- [Image Matching on HPatches Overall v2](<https://www.sota2.com/research/sota/image-matching-on-hpatches-overall-v2.md>): Image Matching; HPatches Overall v2.

- [Local Feature Matching on HPatches (viewpoint)](<https://www.sota2.com/research/sota/local-feature-matching-on-hpatches-viewpoint.md>): Local Feature Matching; HPatches (viewpoint).

- [Local Feature Matching on HPatches illumination](<https://www.sota2.com/research/sota/local-feature-matching-on-hpatches-illumination.md>): Local Feature Matching; HPatches illumination.

- [Local Feature Matching on HPatches (all)](<https://www.sota2.com/research/sota/local-feature-matching-on-hpatches-all.md>): Local Feature Matching; HPatches (all).

- [Object Detection on Raw UAV Imagery Patches (test)](<https://www.sota2.com/research/sota/object-detection-on-raw-uav-imagery-patches-test.md>): Object Detection; Raw UAV Imagery Patches (test).

- [Geometric Matching on HPatches](<https://www.sota2.com/research/sota/geometric-matching-on-hpatches.md>): Geometric Matching; HPatches.

- [Deblurring on LSM Vessels held-out patches (test)](<https://www.sota2.com/research/sota/deblurring-on-lsm-vessels-held-out-patches-test.md>): Deblurring; LSM Vessels held-out patches (test).

- [Deblurring on LSM Cell Nucleus patches (test)](<https://www.sota2.com/research/sota/deblurring-on-lsm-cell-nucleus-patches-test.md>): Deblurring; LSM Cell Nucleus patches (test).

- [Deblurring on LSM Amyloid Plaque held-out patches (test)](<https://www.sota2.com/research/sota/deblurring-on-lsm-amyloid-plaque-held-out-patches-test.md>): Deblurring; LSM Amyloid Plaque held-out patches (test).

- [Image Compression on Tissue Patches Balanced](<https://www.sota2.com/research/sota/image-compression-on-tissue-patches-balanced.md>): Image Compression; Tissue Patches Balanced.

- [Homography Estimation on HPatches Illumination Change](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-illumination-change.md>): Homography Estimation; HPatches Illumination Change.

- [Local Feature Matching on HPatches Viewpoint v1.0](<https://www.sota2.com/research/sota/local-feature-matching-on-hpatches-viewpoint-v1-0.md>): Local Feature Matching; HPatches Viewpoint v1.0.

- [Local Feature Matching on HPatches Illumination v1.0](<https://www.sota2.com/research/sota/local-feature-matching-on-hpatches-illumination-v1-0.md>): Local Feature Matching; HPatches Illumination v1.0.

- [Local Feature Matching on HPatches Overall v1.0](<https://www.sota2.com/research/sota/local-feature-matching-on-hpatches-overall-v1-0.md>): Local Feature Matching; HPatches Overall v1.0.

- [Blind Image Super-Resolution on DIV2K 960x960 center patches (test)](<https://www.sota2.com/research/sota/blind-image-super-resolution-on-div2k-960x960-center-patches-test.md>): Blind Image Super-Resolution; DIV2K 960x960 center patches (test).

- [Local Feature Matching on HPatches (108 scenes)](<https://www.sota2.com/research/sota/local-feature-matching-on-hpatches-108-scenes.md>): Local Feature Matching; HPatches (108 scenes).

- [Homography Estimation on HPatches 116 planar scenes (mAA AUC Thresholds)](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-116-planar-scenes-maa-auc-thresholds.md>): Homography Estimation; HPatches 116 planar scenes.

- [Image matching on HPatches 1 (test)](<https://www.sota2.com/research/sota/image-matching-on-hpatches-1-test.md>): Image matching; HPatches 1 (test).

- [Hyperspectral Image Super-Resolution on Urban 16 patches](<https://www.sota2.com/research/sota/hyperspectral-image-super-resolution-on-urban-16-patches.md>): Hyperspectral Image Super-Resolution; Urban 16 patches.

- [Homography Estimation on HPatches 1](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-1.md>): Homography Estimation; HPatches 1.

- [Density Estimation on BSDS300 8x8 pixel patches (test)](<https://www.sota2.com/research/sota/density-estimation-on-bsds300-8x8-pixel-patches-test.md>): Density Estimation; BSDS300 8x8 pixel patches (test).

- [Homography Estimation on HPatches (Accuracy at 3, 5, and 10 Pixel Thresholds)](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-accuracy-at-3-5-and-10-pixel-thresholds.md>): Homography Estimation; HPatches.

- [Microstructure inverse-design on Bentheimer sandstone imaging data 256x256 patches](<https://www.sota2.com/research/sota/microstructure-inverse-design-on-bentheimer-sandstone-imaging-data-256x256-patches.md>): Microstructure inverse-design; Bentheimer sandstone imaging data 256x256 patches.

- [Image Matching on HPatches 5 (test)](<https://www.sota2.com/research/sota/image-matching-on-hpatches-5-test.md>): Image Matching; HPatches 5 (test).

- [Homography Estimation on HPatches Illumination (R, P, AUC Metrics)](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-illumination-r-p-auc-metrics.md>): Homography Estimation; HPatches (illumination).

- [Hyperspectral Image Restoration on WorldView-2 satellite patches (NBUDataset) (test)](<https://www.sota2.com/research/sota/hyperspectral-image-restoration-on-worldview-2-satellite-patches-nbudataset-test.md>): Hyperspectral image restoration; WorldView-2 satellite patches (NBUDataset) (test).

- [Correspondence Matching on HPatches (test)](<https://www.sota2.com/research/sota/correspondence-matching-on-hpatches-test.md>): Correspondence Matching; HPatches (test).

- [Color Discrimination on Green color patches](<https://www.sota2.com/research/sota/color-discrimination-on-green-color-patches.md>): Color Discrimination; Green color patches.

- [Color Discrimination on Red color patches (test)](<https://www.sota2.com/research/sota/color-discrimination-on-red-color-patches-test.md>): Color Discrimination; Red color patches (test).

- [Homography Estimation on HPatches Illumination](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-illumination.md>): Homography estimation; HPatches Illumination.

- [Homography Estimation on HPatches (DLT/RANSAC AUC Thresholds)](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-dlt-ransac-auc-thresholds.md>): Homography estimation; HPatches.

- [Homography Estimation on HPatches (Repeatability and Localization Metrics)](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-repeatability-and-localization-metrics.md>): Homography Estimation; HPatches.

- [Motion Correction on Stanford COCA synthetic motion-corrupted patches (test)](<https://www.sota2.com/research/sota/motion-correction-on-stanford-coca-synthetic-motion-corrupted-patches-test.md>): Motion Correction; Stanford COCA synthetic motion-corrupted patches (test).

- [Homography Estimation on HPatches (test)](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-test.md>): Homography Estimation; HPatches (test).

- [Homography Estimation on HPatches Viewpoint 1](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-viewpoint-1.md>): Homography Estimation; HPatches Viewpoint 1.

- [Homography Estimation on HPatches Illumination 1](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-illumination-1.md>): Homography Estimation; HPatches Illumination 1.

- [Image Generation on TCGA-COADREAD 20x patches (256x256)](<https://www.sota2.com/research/sota/image-generation-on-tcga-coadread-20x-patches-256x256.md>): Image Generation; TCGA-COADREAD 20x patches (256x256).

- [Image Reconstruction on TCGA-COADREAD 20x patches (256x256)](<https://www.sota2.com/research/sota/image-reconstruction-on-tcga-coadread-20x-patches-256x256.md>): Image Reconstruction; TCGA-COADREAD 20x patches (256x256).

- [Image Generation on TCGA-BRCA 20x patches (256x256)](<https://www.sota2.com/research/sota/image-generation-on-tcga-brca-20x-patches-256x256.md>): Image Generation; TCGA-BRCA 20x patches (256x256).

- [Image Reconstruction on TCGA-BRCA 20x patches (256x256)](<https://www.sota2.com/research/sota/image-reconstruction-on-tcga-brca-20x-patches-256x256.md>): Image Reconstruction; TCGA-BRCA 20x patches (256x256).

- [Object Detection on Small cell patches](<https://www.sota2.com/research/sota/object-detection-on-small-cell-patches.md>): Object Detection; Small cell patches.

- [Object Detection on FFU virus patches](<https://www.sota2.com/research/sota/object-detection-on-ffu-virus-patches.md>): Object Detection; FFU virus patches.

- [Image Compression on DIV2K 100 patches cropped to 256x256](<https://www.sota2.com/research/sota/image-compression-on-div2k-100-patches-cropped-to-256x256.md>): Image Compression; DIV2K 100 patches cropped to 256x256.

- [Feature Extraction on HPatches Viewpoint](<https://www.sota2.com/research/sota/feature-extraction-on-hpatches-viewpoint.md>): Feature Extraction; HPatches Viewpoint.

- [Feature Extraction on HPatches Illumination](<https://www.sota2.com/research/sota/feature-extraction-on-hpatches-illumination.md>): Feature Extraction; HPatches Illumination.

- [Homography Estimation on HPatches (Combined Illumination and Viewpoint) v1.0](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-combined-illumination-and-viewpoint-v1-0.md>): Homography Estimation; HPatches 52 sequences (illumination) + 56 sequences (viewpoint) v1.0.

- [Homography Estimation on HPatches (RANSAC/DLT AUC)](<https://www.sota2.com/research/sota/homography-estimation-on-hpatches-ransac-dlt-auc.md>): Homography estimation; HPatches.

- [Transmission Estimation on Synthetic patches 20,000 hazy patches 1.0 (test)](<https://www.sota2.com/research/sota/transmission-estimation-on-synthetic-patches-20-000-hazy-patches-1-0-test.md>): Transmission Estimation; Synthetic patches 20,000 hazy patches 1.0 (test).

- [Local Feature Matching on HPatches](<https://www.sota2.com/research/sota/local-feature-matching-on-hpatches.md>): Local Feature Matching; HPatches.

- [Image Matching on HPatches](<https://www.sota2.com/research/sota/image-matching-on-hpatches.md>): Image Matching; HPatches.

- [Keypoint Repeatability on HPatches Illumination and Viewpoint 34](<https://www.sota2.com/research/sota/keypoint-repeatability-on-hpatches-illumination-and-viewpoint-34.md>): Keypoint Repeatability; HPatches Illumination and Viewpoint 34.

- [Cancer-type classification on Synthetic LIHC and MESO patches](<https://www.sota2.com/research/sota/cancer-type-classification-on-synthetic-lihc-and-meso-patches.md>): Cancer-type classification; Synthetic LIHC and MESO patches.

- [Semantic Segmentation on DigestPath Sampled lesion patches (val)](<https://www.sota2.com/research/sota/semantic-segmentation-on-digestpath-sampled-lesion-patches-val.md>): Semantic Segmentation; DigestPath Sampled lesion patches (val).

- [Local Feature Matching on HPatches native resolution 580 pairs](<https://www.sota2.com/research/sota/local-feature-matching-on-hpatches-native-resolution-580-pairs.md>): Local Feature Matching; HPatches native resolution 580 pairs.

- [Passive Range Imaging on 20 x 40 patches Background forest (experimental)](<https://www.sota2.com/research/sota/passive-range-imaging-on-20-x-40-patches-background-forest-experimental.md>): Passive Range Imaging; 20 x 40 patches Background forest (experimental).

- [Passive Range Imaging on 20 x 40 patches Foreground tree (experimental)](<https://www.sota2.com/research/sota/passive-range-imaging-on-20-x-40-patches-foreground-tree-experimental.md>): Passive Range Imaging; 20 x 40 patches Foreground tree (experimental).

- [Passive Range Imaging on Patches 20 x 40 Grass (experimental)](<https://www.sota2.com/research/sota/passive-range-imaging-on-patches-20-x-40-grass-experimental.md>): Passive Range Imaging; Patches 20 x 40 Grass (experimental).

- [Patch and Outline Detection on Medical radiographs patches and outlines (test)](<https://www.sota2.com/research/sota/patch-and-outline-detection-on-medical-radiographs-patches-and-outlines-test.md>): Patch and Outline Detection; Medical radiographs patches and outlines (test).