# Harmonization

Source: [Harmonization](<https://www.sota2.com/research/task/harmonization>)

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/task/harmonization.md?page=2>): Follow this link to discover more pages.

- [Image Harmonization on iHarmony4 HFlickr](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hflickr.md>): Image Harmonization; iHarmony4 HFlickr.

- [Image Harmonization on iHarmony4 (all)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-all.md>): Image Harmonization; iHarmony4 (all).

- [Image Harmonization on iHarmony4 Hday2night](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hday2night.md>): Image Harmonization; iHarmony4 Hday2night.

- [Image Harmonization on iHarmony4 HAdobe5k](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hadobe5k.md>): Image Harmonization; iHarmony4 HAdobe5k.

- [Image Harmonization on iHarmony4 HCOCO](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hcoco.md>): Image Harmonization; iHarmony4 HCOCO.

- [Image Harmonization on HAdobe5k iHarmony4 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-hadobe5k-iharmony4-test.md>): Image Harmonization; HAdobe5k iHarmony4 (test).

- [Image Harmonization on iHarmony4](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4.md>): Image Harmonization; iHarmony4.

- [Image Harmonization on S-Adobe5K (test)](<https://www.sota2.com/research/sota/image-harmonization-on-s-adobe5k-test.md>): Image Harmonization; S-Adobe5K (test).

- [Image Harmonization on iHarmony4 HCOCO (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hcoco-test.md>): Image Harmonization; iHarmony4 HCOCO.

- [Image Harmonization on DIH99 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-dih99-test.md>): Image Harmonization; DIH99 (test).

- [Low-light Enhancement on LoL (test)](<https://www.sota2.com/research/sota/low-light-enhancement-on-lol-test.md>): Harmonization → Light Enhancement; LoL (test).

- [Melodic Harmonization on HookTheory in-domain (test)](<https://www.sota2.com/research/sota/melodic-harmonization-on-hooktheory-in-domain-test.md>): Melodic Harmonization; HookTheory in-domain (test).

- [Melodic Harmonization on Jazz Out-of-domain (test)](<https://www.sota2.com/research/sota/melodic-harmonization-on-jazz-out-of-domain-test.md>): Melodic Harmonization; Jazz Out-of-domain (test).

- [Image Harmonization on iHarmony4 (0%-100% foreground ratio)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-0-percent-100-percent-foreground-ratio.md>): Image Harmonization; iHarmony4 0%-100% foreground ratio.

- [Image Harmonization on iHarmony4 15%-100% foreground ratio](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-15-percent-100-percent-foreground-ratio.md>): Image Harmonization; iHarmony4 15%-100% foreground ratio.

- [Image Harmonization on iHarmony4 5%-15% foreground ratio](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-5-percent-15-percent-foreground-ratio.md>): Image Harmonization; iHarmony4 5%-15% foreground ratio.

- [Image Harmonization on iHarmony4 0%-5% foreground ratio](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-0-percent-5-percent-foreground-ratio.md>): Image Harmonization; iHarmony4 0%-5% foreground ratio.

- [Image Harmonization on 99 real composite images (test)](<https://www.sota2.com/research/sota/image-harmonization-on-99-real-composite-images-test.md>): Image Harmonization; 99 real composite images (test).

- [Image Harmonization on HAdobe5K](<https://www.sota2.com/research/sota/image-harmonization-on-hadobe5k.md>): Image Harmonization; HAdobe5K.

- [Image Harmonization on iHarmony4 all 1.0 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-all-1-0-test.md>): Image Harmonization; iHarmony4 all 1.0 (test).

- [Image Harmonization on iHarmony4 HD2N 1.0 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hd2n-1-0-test.md>): Image Harmonization; iHarmony4 HD2N 1.0 (test).

- [Image Harmonization on iHarmony4 HFlickr 1.0 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hflickr-1-0-test.md>): Image Harmonization; iHarmony4 HFlickr 1.0 (test).

- [Image Harmonization on iHarmony4 HCOCO 1.0 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hcoco-1-0-test.md>): Image Harmonization; iHarmony4 HCOCO 1.0 (test).

- [Image Harmonization on iHarmony4 All 256x256 LR (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-all-256x256-lr-test.md>): Image Harmonization; iHarmony4 All 256x256 LR (test).

- [Image Harmonization on iHarmony4 HFlickr 256x256 LR (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hflickr-256x256-lr-test.md>): Image Harmonization; iHarmony4 HFlickr 256x256 LR (test).

- [Image Harmonization on iHarmony4 Hday2night 256x256 LR (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hday2night-256x256-lr-test.md>): Image Harmonization; iHarmony4 Hday2night 256x256 LR (test).

- [Image Harmonization on iHarmony4 HCOCO 256x256 LR (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hcoco-256x256-lr-test.md>): Image Harmonization; iHarmony4 HCOCO 256x256 LR (test).

- [Image Harmonization on iHarmony4 HAdobe5K 256x256 LR (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hadobe5k-256x256-lr-test.md>): Image Harmonization; iHarmony4 HAdobe5K 256x256 LR (test).

- [Image Harmonization on DIH real-world composite (test)](<https://www.sota2.com/research/sota/image-harmonization-on-dih-real-world-composite-test.md>): Image Harmonization; DIH real-world composite (test).

- [Image Harmonization on S-COCO (test)](<https://www.sota2.com/research/sota/image-harmonization-on-s-coco-test.md>): Image Harmonization; S-COCO (test).

- [Image Harmonization on iHarmony4 v1 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-v1-test.md>): Image Harmonization; iHarmony4 v1 (test).

- [Image Harmonization on iHarmony4 All sub-datasets (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-all-sub-datasets-test.md>): Image Harmonization; iHarmony4 All sub-datasets (test).

- [Image Harmonization on DESOBA BOS-free v2 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-desoba-bos-free-v2-test.md>): Image Harmonization; DESOBA BOS-free v2 (test).

- [Image Harmonization on DESOBA BOS v2 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-desoba-bos-v2-test.md>): Image Harmonization; DESOBA BOS v2 (test).

- [MRI Harmonization on DWI-THP T2-Weighted MRI (test)](<https://www.sota2.com/research/sota/mri-harmonization-on-dwi-thp-t2-weighted-mri-test.md>): MRI Harmonization; DWI-THP T2-Weighted MRI (test).

- [MRI Harmonization on DWI-THP T1-Weighted MRI (test)](<https://www.sota2.com/research/sota/mri-harmonization-on-dwi-thp-t1-weighted-mri-test.md>): MRI Harmonization; DWI-THP T1-Weighted MRI (test).

- [Image Harmonization on iHarmony4 original resolution (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-original-resolution-test.md>): Image Harmonization; iHarmony4 original resolution (test).

- [Image Harmonization on (test)](<https://www.sota2.com/research/sota/image-harmonization-on-test.md>): Image Harmonization; (test).

- [Remote Sensing Image Harmonization on RSIC-H](<https://www.sota2.com/research/sota/remote-sensing-image-harmonization-on-rsic-h.md>): Remote Sensing Image Harmonization; RSIC-H.

- [Portrait Harmonization on Light stage (test)](<https://www.sota2.com/research/sota/portrait-harmonization-on-light-stage-test.md>): Portrait Harmonization; Light stage (test).

- [Image Harmonization on HAdobe5k 1024x1024 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-hadobe5k-1024x1024-test.md>): Image Harmonization; HAdobe5k 1024x1024 (test).

- [Image Harmonization on iHarmony4 All High Resolution (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-all-high-resolution-test.md>): Image Harmonization; iHarmony4 All High Resolution (test).

- [Image Harmonization on iHarmony4 Hday2night High Resolution (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hday2night-high-resolution-test.md>): Image Harmonization; iHarmony4 Hday2night High Resolution (test).

- [Image Harmonization on iHarmony4 HCOCO High Resolution (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hcoco-high-resolution-test.md>): Image Harmonization; iHarmony4 HCOCO High Resolution (test).

- [Image Harmonization on iHarmony4 HFlickr High Resolution (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hflickr-high-resolution-test.md>): Image Harmonization; iHarmony4 HFlickr High Resolution (test).

- [Image Harmonization on User Study Image](<https://www.sota2.com/research/sota/image-harmonization-on-user-study-image.md>): Image Harmonization; User Study Image.

- [Image Harmonization on Hday2night iHarmony4 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-hday2night-iharmony4-test.md>): Image Harmonization; Hday2night iHarmony4 (test).

- [Image Harmonization on HFlickr iHarmony4 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-hflickr-iharmony4-test.md>): Image Harmonization; HFlickr iHarmony4 (test).

- [Image Harmonization on HCOCO iHarmony4 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-hcoco-iharmony4-test.md>): Image Harmonization; HCOCO iHarmony4 (test).

- [Image Harmonization on DIH 99 LR real composite images 11 (test)](<https://www.sota2.com/research/sota/image-harmonization-on-dih-99-lr-real-composite-images-11-test.md>): Image Harmonization; DIH 99 LR real composite images 11 (test).

- [Video Harmonization on HYouTube (test)](<https://www.sota2.com/research/sota/video-harmonization-on-hyoutube-test.md>): Video Harmonization; HYouTube (test).

- [Image Harmonization on 1080P Resolution](<https://www.sota2.com/research/sota/image-harmonization-on-1080p-resolution.md>): Image Harmonization; 1080P Resolution.

- [Video Harmonization on User Study Video](<https://www.sota2.com/research/sota/video-harmonization-on-user-study-video.md>): Video Harmonization; User Study Video.

- [Video Harmonization on Curated Portrait Video Dataset](<https://www.sota2.com/research/sota/video-harmonization-on-curated-portrait-video-dataset.md>): Video Harmonization; Curated Portrait Video Dataset.

- [Scanner Harmonization on Skyra → Prisma b = 2000 s/mm²](<https://www.sota2.com/research/sota/scanner-harmonization-on-skyra-prisma-b-2000-s-mm.md>): Scanner Harmonization; Skyra → Prisma b = 2000 s/mm².

- [Scanner Harmonization on Skyra → Prisma b = 1000 s/mm²](<https://www.sota2.com/research/sota/scanner-harmonization-on-skyra-prisma-b-1000-s-mm.md>): Scanner Harmonization; Skyra → Prisma b = 1000 s/mm².

- [Scanner Harmonization on GE → Siemens](<https://www.sota2.com/research/sota/scanner-harmonization-on-ge-siemens.md>): Scanner Harmonization; GE → Siemens.

- [Portrait Harmonization on Natural image (test)](<https://www.sota2.com/research/sota/portrait-harmonization-on-natural-image-test.md>): Portrait Harmonization; Natural image (test).

- [Image Harmonization on Real composite images (test)](<https://www.sota2.com/research/sota/image-harmonization-on-real-composite-images-test.md>): Image Harmonization; Real composite images (test).

- [Image Harmonization on Real composite images](<https://www.sota2.com/research/sota/image-harmonization-on-real-composite-images.md>): Image Harmonization; Real composite images.

- [Image Harmonization on RealHM (test)](<https://www.sota2.com/research/sota/image-harmonization-on-realhm-test.md>): Image Harmonization; RealHM (test).

- [Image Harmonization on Artist-Retouched (test)](<https://www.sota2.com/research/sota/image-harmonization-on-artist-retouched-test.md>): Image Harmonization; Artist-Retouched (test).

- [Image Harmonization on HAdobe5k iHarmony (test)](<https://www.sota2.com/research/sota/image-harmonization-on-hadobe5k-iharmony-test.md>): Image Harmonization; HAdobe5k iHarmony (test).

- [Image Harmonization on iHarmony (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony-test.md>): Image Harmonization; iHarmony (test).

- [Harmonization -\> Light Enhancement on Cross-Task Image Editing Evaluation Set](<https://www.sota2.com/research/sota/harmonization-light-enhancement-on-cross-task-image-editing-evaluation-set.md>): Harmonization -\> Light Enhancement; Cross-Task Image Editing Evaluation Set.

- [Melodic Harmonization on Jazz Harmony Dataset](<https://www.sota2.com/research/sota/melodic-harmonization-on-jazz-harmony-dataset.md>): Melodic Harmonization; Jazz Harmony Dataset.

- [Portrait Harmonization on User Preference Study](<https://www.sota2.com/research/sota/portrait-harmonization-on-user-preference-study.md>): Portrait Harmonization; User Preference Study.

- [Image Harmonization on RealHM](<https://www.sota2.com/research/sota/image-harmonization-on-realhm.md>): Image Harmonization; RealHM.

- [Image Harmonization on HAdobe5k subset (test)](<https://www.sota2.com/research/sota/image-harmonization-on-hadobe5k-subset-test.md>): Image Harmonization; HAdobe5k subset (test).

- [Video Harmonization on HYouTube](<https://www.sota2.com/research/sota/video-harmonization-on-hyoutube.md>): Video Harmonization; HYouTube.

- [Site-effect harmonization on Real Sites multi-site clinical dMRI](<https://www.sota2.com/research/sota/site-effect-harmonization-on-real-sites-multi-site-clinical-dmri.md>): Site-effect harmonization; Real Sites multi-site clinical dMRI.

- [Harmonization on ISP Modification Data (Holdout Set)](<https://www.sota2.com/research/sota/harmonization-on-isp-modification-data-holdout-set.md>): Harmonization; ISP Modification Data (Holdout Set).

- [Local Harmonization on iHarmony4 (test)](<https://www.sota2.com/research/sota/local-harmonization-on-iharmony4-test.md>): Local Harmonization; iHarmony4 (test).

- [Image Harmonization on iHarmony4 Hflickr Original resolution (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hflickr-original-resolution-test.md>): Image Harmonization; iHarmony4 Hflickr Original resolution (test).

- [Image Harmonization on iHarmony4 Hday2night Original resolution (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hday2night-original-resolution-test.md>): Image Harmonization; iHarmony4 Hday2night Original resolution (test).

- [Image Harmonization on iHarmony4 HCOCO Original resolution (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hcoco-original-resolution-test.md>): Image Harmonization; iHarmony4 HCOCO Original resolution (test).

- [Image Harmonization on iHarmony4 HAdobe5K Original resolution (test)](<https://www.sota2.com/research/sota/image-harmonization-on-iharmony4-hadobe5k-original-resolution-test.md>): Image Harmonization; iHarmony4 HAdobe5K Original resolution (test).

- [Image Harmonization on 100 HR Real Composite Images (test)](<https://www.sota2.com/research/sota/image-harmonization-on-100-hr-real-composite-images-test.md>): Image Harmonization; 100 HR Real Composite Images (test).

- [Image Harmonization on User Study](<https://www.sota2.com/research/sota/image-harmonization-on-user-study.md>): Image Harmonization; User Study.

- [Harmonization → Style Transfer on Gemini Targeted Task Pairs](<https://www.sota2.com/research/sota/harmonization-style-transfer-on-gemini-targeted-task-pairs.md>): Harmonization → Style Transfer; Gemini Targeted Task Pairs.