# CMA

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

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

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

- [Color Image Denoising on McMaster](<https://www.sota2.com/research/sota/color-image-denoising-on-mcmaster.md>): Color Image Denoising; McMaster.

- [RUL prediction on N-CMAPSS (RMSE)](<https://www.sota2.com/research/sota/rul-prediction-on-n-cmapss-rmse.md>): RUL prediction; N-CMAPSS.

- [Mathematical Reasoning on CMATH](<https://www.sota2.com/research/sota/mathematical-reasoning-on-cmath.md>): Mathematical Reasoning; CMATH.

- [Malware Classification on CICMalDroid 2020](<https://www.sota2.com/research/sota/malware-classification-on-cicmaldroid-2020.md>): Malware Classification; CICMalDroid 2020.

- [Color Gaussian Denoising on McMaster](<https://www.sota2.com/research/sota/color-gaussian-denoising-on-mcmaster.md>): Color Gaussian Denoising; McMaster.

- [Image Denoising on McMaster (test)](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-test.md>): Image Denoising; McMaster (test).

- [Long-context Reasoning on LongBench V2 (DocMath, Frames, LB-MQA Test)](<https://www.sota2.com/research/sota/long-context-reasoning-on-longbench-v2-docmath-frames-lb-mqa-test.md>): Long-context Reasoning; Long-context Benchmarks 100K context LB-V2 DocMath Frames LB-MQA (test).

- [Long-context Reasoning on Long-context Benchmarks 16K (DocMath, Frames, LB-MQA, V2) (test)](<https://www.sota2.com/research/sota/long-context-reasoning-on-long-context-benchmarks-16k-docmath-frames-lb-mqa-v2-test.md>): Long-context Reasoning; Long-context Benchmarks 16K context DocMath Frames LB-MQA V2 (test).

- [Image Denoising on McMaster (PSNR variants)](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-psnr-variants.md>): Image Denoising; McMaster.

- [Mathematical Reasoning on CMath (pass@1)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-cmath-pass-at-1.md>): Mathematical Reasoning; CMath.

- [Gaussian Image Denoising on McMaster](<https://www.sota2.com/research/sota/gaussian-image-denoising-on-mcmaster.md>): Gaussian Image Denoising; McMaster.

- [Classification on PCMAC](<https://www.sota2.com/research/sota/classification-on-pcmac.md>): Classification; PCMAC.

- [AWGN Removal on McMaster color (test)](<https://www.sota2.com/research/sota/awgn-removal-on-mcmaster-color-test.md>): AWGN removal; McMaster color (test).

- [Gaussian color image denoising on McMaster (test)](<https://www.sota2.com/research/sota/gaussian-color-image-denoising-on-mcmaster-test.md>): Gaussian color image denoising; McMaster (test).

- [Image Denoising on McMaster (PSNR)](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-psnr.md>): Image Denoising; McMaster.

- [Gaussian color image denoising on McMaster](<https://www.sota2.com/research/sota/gaussian-color-image-denoising-on-mcmaster.md>): Gaussian color image denoising; McMaster.

- [Mathematical Reasoning on CMATH (test)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-cmath-test.md>): Mathematical Reasoning; CMATH (test).

- [Math on CMATH](<https://www.sota2.com/research/sota/math-on-cmath.md>): Math; CMATH.

- [Poisson Noise Removal on McMaster](<https://www.sota2.com/research/sota/poisson-noise-removal-on-mcmaster.md>): Poisson Noise Removal; McMaster.

- [Gaussian Image Denoising on McMaster 2011 (test)](<https://www.sota2.com/research/sota/gaussian-image-denoising-on-mcmaster-2011-test.md>): Gaussian Image Denoising; McMaster 2011 (test).

- [Clustering on PCMAC](<https://www.sota2.com/research/sota/clustering-on-pcmac.md>): Clustering; PCMAC.

- [Color Image Denoising on McMaster (test)](<https://www.sota2.com/research/sota/color-image-denoising-on-mcmaster-test.md>): Color Image Denoising; McMaster (test).

- [Image Denoising on McMaster](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster.md>): Image Denoising; McMaster.

- [Reconstruction on PCMAC](<https://www.sota2.com/research/sota/reconstruction-on-pcmac.md>): Reconstruction; PCMAC.

- [Image Denoising on McMaster 2011 (test)](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-2011-test.md>): Image Denoising; McMaster 2011 (test).

- [Pain Intensity Estimation on UNBC-McMaster](<https://www.sota2.com/research/sota/pain-intensity-estimation-on-unbc-mcmaster.md>): Pain Intensity Estimation; UNBC-McMaster.

- [Remaining Useful Life Estimation on N-CMAPSS](<https://www.sota2.com/research/sota/remaining-useful-life-estimation-on-n-cmapss.md>): Remaining Useful Life Estimation; N-CMAPSS.

- [Goal Prediction on Pacman OOD](<https://www.sota2.com/research/sota/goal-prediction-on-pacman-ood.md>): Goal Prediction; Pacman OOD.

- [Goal Prediction on Pacman ID](<https://www.sota2.com/research/sota/goal-prediction-on-pacman-id.md>): Goal Prediction; Pacman ID.

- [Financial numerical reasoning on DocMath Simplong (test)](<https://www.sota2.com/research/sota/financial-numerical-reasoning-on-docmath-simplong-test.md>): Financial numerical reasoning; DocMath Simplong (test).

- [Image Demosaicking on McMaster (test)](<https://www.sota2.com/research/sota/image-demosaicking-on-mcmaster-test.md>): Image Demosaicking; McMaster (test).

- [Image Denoising on McMaster Poisson noise, alpha=3.5](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-poisson-noise-alpha-3-5.md>): Image Denoising; McMaster Poisson noise, alpha=3.5.

- [Object Detection on CMA-Loc Ground → Satellite (Unseen)](<https://www.sota2.com/research/sota/object-detection-on-cma-loc-ground-satellite-unseen.md>): Object Detection; CMA-Loc Ground → Satellite (Unseen).

- [Object Detection on CMA-Loc Ground → Satellite (Seen)](<https://www.sota2.com/research/sota/object-detection-on-cma-loc-ground-satellite-seen.md>): Object Detection; CMA-Loc Ground → Satellite (Seen).

- [Object Detection on CMA-Loc Drone → Satellite (Unseen)](<https://www.sota2.com/research/sota/object-detection-on-cma-loc-drone-satellite-unseen.md>): Object Detection; CMA-Loc Drone → Satellite (Unseen).

- [Object Detection on CMA-Loc Drone → Satellite (Seen)](<https://www.sota2.com/research/sota/object-detection-on-cma-loc-drone-satellite-seen.md>): Object Detection; CMA-Loc Drone → Satellite (Seen).

- [Cross-view object segmentation on CMA-Loc Ground → Satellite (Unseen)](<https://www.sota2.com/research/sota/cross-view-object-segmentation-on-cma-loc-ground-satellite-unseen.md>): Cross-view object segmentation; CMA-Loc Ground → Satellite (Unseen).

- [Cross-view object segmentation on CMA-Loc Ground → Satellite (Seen)](<https://www.sota2.com/research/sota/cross-view-object-segmentation-on-cma-loc-ground-satellite-seen.md>): Cross-view object segmentation; CMA-Loc Ground → Satellite (Seen).

- [Cross-view object segmentation on CMA-Loc Drone → Satellite (Unseen)](<https://www.sota2.com/research/sota/cross-view-object-segmentation-on-cma-loc-drone-satellite-unseen.md>): Cross-view object segmentation; CMA-Loc Drone → Satellite (Unseen).

- [Cross-view object segmentation on CMA-Loc Drone → Satellite (Seen)](<https://www.sota2.com/research/sota/cross-view-object-segmentation-on-cma-loc-drone-satellite-seen.md>): Cross-view object segmentation; CMA-Loc Drone → Satellite (Seen).

- [Discrete Choice Modeling on CMAP (test)](<https://www.sota2.com/research/sota/discrete-choice-modeling-on-cmap-test.md>): Discrete Choice Modeling; CMAP (test).

- [Discrete Choice Modeling on CMAP (train)](<https://www.sota2.com/research/sota/discrete-choice-modeling-on-cmap-train.md>): Discrete Choice Modeling; CMAP (train).

- [Typhoon Track Forecasting on CMA Typhoon Track Forecasts 2024](<https://www.sota2.com/research/sota/typhoon-track-forecasting-on-cma-typhoon-track-forecasts-2024.md>): Typhoon Track Forecasting; CMA Typhoon Track Forecasts 2024.

- [Long-context Question Answering on DocMath](<https://www.sota2.com/research/sota/long-context-question-answering-on-docmath.md>): Long-context Question Answering; DocMath.

- [Hyperspectral Image Denoising on DCMall Stripe Noise](<https://www.sota2.com/research/sota/hyperspectral-image-denoising-on-dcmall-stripe-noise.md>): Hyperspectral Image Denoising; DCMall Stripe Noise.

- [Hyperspectral Image Denoising on DCMall Correlated Noise](<https://www.sota2.com/research/sota/hyperspectral-image-denoising-on-dcmall-correlated-noise.md>): Hyperspectral Image Denoising; DCMall Correlated Noise.

- [Hyperspectral Image Denoising on DCMall Random Gaussian Noise (sigma=\[0-95\])](<https://www.sota2.com/research/sota/hyperspectral-image-denoising-on-dcmall-random-gaussian-noise-sigma-0-95.md>): Hyperspectral Image Denoising; DCMall Random Gaussian Noise (sigma=\[0-95\]).

- [Hyperspectral Image Denoising on DCMall Random Gaussian Noise (sigma=\[0-55\])](<https://www.sota2.com/research/sota/hyperspectral-image-denoising-on-dcmall-random-gaussian-noise-sigma-0-55.md>): Hyperspectral Image Denoising; DCMall Random Gaussian Noise (sigma=\[0-55\]).

- [Hyperspectral Image Denoising on DCMall Random Gaussian Noise sigma=\[0-15\]](<https://www.sota2.com/research/sota/hyperspectral-image-denoising-on-dcmall-random-gaussian-noise-sigma-0-15.md>): Hyperspectral Image Denoising; DCMall Random Gaussian Noise sigma=\[0-15\].

- [Hyperspectral Image Denoising on DCMall Gaussian Noise sigma=100](<https://www.sota2.com/research/sota/hyperspectral-image-denoising-on-dcmall-gaussian-noise-sigma-100.md>): Hyperspectral Image Denoising; DCMall Gaussian Noise sigma=100.

- [Hyperspectral Image Denoising on DCMall Gaussian Noise sigma=50](<https://www.sota2.com/research/sota/hyperspectral-image-denoising-on-dcmall-gaussian-noise-sigma-50.md>): Hyperspectral Image Denoising; DCMall Gaussian Noise sigma=50.

- [Hyperspectral Image Denoising on DCMall Gaussian Noise (sigma=25)](<https://www.sota2.com/research/sota/hyperspectral-image-denoising-on-dcmall-gaussian-noise-sigma-25.md>): Hyperspectral Image Denoising; DCMall Gaussian Noise (sigma=25).

- [Hyperspectral Image Denoising on DCMall Gaussian Noise sigma=5](<https://www.sota2.com/research/sota/hyperspectral-image-denoising-on-dcmall-gaussian-noise-sigma-5.md>): Hyperspectral Image Denoising; DCMall Gaussian Noise sigma=5.

- [3D cloud forecasting on CMA-MESO (test)](<https://www.sota2.com/research/sota/3d-cloud-forecasting-on-cma-meso-test.md>): 3D cloud forecasting; CMA-MESO (test).

- [3D cloud forecasting on CMA-MESO](<https://www.sota2.com/research/sota/3d-cloud-forecasting-on-cma-meso.md>): 3D cloud forecasting; CMA-MESO.

- [3D Cloud Field Spatiotemporal Forecasting on CMA-MESO (test)](<https://www.sota2.com/research/sota/3d-cloud-field-spatiotemporal-forecasting-on-cma-meso-test.md>): 3D Cloud Field Spatiotemporal Forecasting; CMA-MESO (test).

- [HybridEVS Demosaicing on Kodak, McMaster, BSD100, Urban100, WED Average](<https://www.sota2.com/research/sota/hybridevs-demosaicing-on-kodak-mcmaster-bsd100-urban100-wed-average.md>): HybridEVS Demosaicing; Kodak, McMaster, BSD100, Urban100, WED Average.

- [Malware Classification on CICMalDroid 2020 (test)](<https://www.sota2.com/research/sota/malware-classification-on-cicmaldroid-2020-test.md>): Malware Classification; CICMalDroid 2020 (test).

- [Classification on PCMAC (5 x 5 CV)](<https://www.sota2.com/research/sota/classification-on-pcmac-5-x-5-cv.md>): Classification; PCMAC (5 x 5 CV).

- [Page-level Retrieval on LFDocQA LF-Docmatix (in-domain)](<https://www.sota2.com/research/sota/page-level-retrieval-on-lfdocqa-lf-docmatix-in-domain.md>): Page-level Retrieval; LFDocQA LF-Docmatix (in-domain).

- [Block-level Retrieval on LFDocQA (LF-Docmatix) (in-domain)](<https://www.sota2.com/research/sota/block-level-retrieval-on-lfdocqa-lf-docmatix-in-domain.md>): Block-level Retrieval; LFDocQA (LF-Docmatix) (in-domain).

- [Time-series Imputation on WCMAnatGridRes1004 min-max \[0, 1\] (7-day gap)](<https://www.sota2.com/research/sota/time-series-imputation-on-wcmanatgridres1004-min-max-0-1-7-day-gap.md>): Time-series Imputation; WCMAnatGridRes1004 min-max \[0, 1\] (7-day gap).

- [Time-series Imputation on WCMA1011lig min-max \[0, 1\] (7-day gap)](<https://www.sota2.com/research/sota/time-series-imputation-on-wcma1011lig-min-max-0-1-7-day-gap.md>): Time-series Imputation; WCMA1011lig min-max \[0, 1\] (7-day gap).

- [Time-series Imputation on WCMA1010res min-max \[0, 1\] (7-day gap)](<https://www.sota2.com/research/sota/time-series-imputation-on-wcma1010res-min-max-0-1-7-day-gap.md>): Time-series Imputation; WCMA1010res min-max \[0, 1\] (7-day gap).

- [Time-series imputation on WCMAnatGridRes1004 30-day gap](<https://www.sota2.com/research/sota/time-series-imputation-on-wcmanatgridres1004-30-day-gap.md>): Time-series imputation; WCMAnatGridRes1004 30-day gap.

- [Time-series imputation on WCMA1011lig 30-day gap](<https://www.sota2.com/research/sota/time-series-imputation-on-wcma1011lig-30-day-gap.md>): Time-series imputation; WCMA1011lig 30-day gap.

- [Time-series imputation on WCMA1010res 30-day gap](<https://www.sota2.com/research/sota/time-series-imputation-on-wcma1010res-30-day-gap.md>): Time-series imputation; WCMA1010res 30-day gap.

- [Imputation on CMAPSS](<https://www.sota2.com/research/sota/imputation-on-cmapss.md>): Imputation; CMAPSS.

- [Time Series Imputation on CMAPSS MNAR averaged across missing ratios (test)](<https://www.sota2.com/research/sota/time-series-imputation-on-cmapss-mnar-averaged-across-missing-ratios-test.md>): Time Series Imputation; CMAPSS MNAR averaged across missing ratios (test).

- [Image Demosaicing on McMaster 83 (test)](<https://www.sota2.com/research/sota/image-demosaicing-on-mcmaster-83-test.md>): Image Demosaicking; McMaster 83 (test).

- [Image Denoising on McMaster Mixture noise level 4](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-mixture-noise-level-4.md>): Image Denoising; McMaster Mixture noise level 4.

- [Image Denoising on McMaster Mixture noise, level 3](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-mixture-noise-level-3.md>): Image Denoising; McMaster Mixture noise, level 3.

- [Image Denoising on McMaster Mixture noise, level 2](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-mixture-noise-level-2.md>): Image Denoising; McMaster Mixture noise, level 2.

- [Image Denoising on McMaster Mixture noise, level 1](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-mixture-noise-level-1.md>): Image Denoising; McMaster Mixture noise, level 1.

- [Image Denoising on McMaster Salt & pepper noise, d=0.012](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-salt-and-pepper-noise-d-0-012.md>): Image Denoising; McMaster Salt & pepper noise, d=0.012.

- [Image Denoising on McMaster Salt & pepper noise, d=0.008](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-salt-and-pepper-noise-d-0-008.md>): Image Denoising; McMaster Salt & pepper noise, d=0.008.

- [Image Denoising on McMaster Salt & pepper noise, d=0.004](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-salt-and-pepper-noise-d-0-004.md>): Image Denoising; McMaster Salt & pepper noise, d=0.004.

- [Image Denoising on McMaster Salt & pepper noise, d=0.002](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-salt-and-pepper-noise-d-0-002.md>): Image Denoising; McMaster Salt & pepper noise, d=0.002.

- [Image Denoising on McMaster Spatially-correlated noise (sigma=55)](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-spatially-correlated-noise-sigma-55.md>): Image Denoising; McMaster Spatially-correlated noise, sigma=55.

- [Image Denoising on McMaster Spatially-correlated noise, sigma=50](<https://www.sota2.com/research/sota/image-denoising-on-mcmaster-spatially-correlated-noise-sigma-50.md>): Image Denoising; McMaster Spatially-correlated noise, sigma=50.