{"url":"/dataset/iharmony4","name":"iHarmony4","full_name":null,"description_markdown":"**iHarmony4** is a synthesized dataset for Image Harmonization. It contains 4 sub-datasets: HCOCO, HAdobe5k, HFlickr, and Hday2night (based on COCO, Adobe5k, Flickr, day2night datasets respectively), each of which contains synthesized composite images, foreground masks of composite images and corresponding real images. \r\n\r\nSource: [Image_Harmonization_Datasets](https://github.com/bcmi/Image_Harmonization_Datasets)","description_withheld":null,"homepage":"https://github.com/bcmi/Image_Harmonization_Datasets","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/deep-image-harmonization-via-domain","title":"DoveNet: Deep Image Harmonization via Domain Verification","first_author":"Wenyan Cong","url":null},"license":null,"modalities":[],"tasks":[{"name":"Image Harmonization","url":"/task/image-harmonization","datasets_with_task":"/datasets/task/image-harmonization"}],"languages":[],"variants":["iHarmony4"],"data_loaders":[{"repo":"https://github.com/bcmi/Image_Harmonization_Datasets","url":"https://github.com/bcmi/Image_Harmonization_Datasets","frameworks":["tf"]}],"num_papers_in_archive":37,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/image-harmonization-on-iharmony4","task":"Image Harmonization","dataset_variant":"iHarmony4","rows":16,"metrics":["MSE","PSNR","fMSE"],"first_row_in_archive_order":{"model":"PHNet","paper":"/paper/phnet-patch-based-normalization-for-portrait","metrics":{"MSE":"16.05","PSNR":"38.54","fMSE":"178.11"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/phnet-patch-based-normalization-for-portrait","title":"PHNet: Patch-based Normalization for Portrait Harmonization","date":"2024-02-27","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/deep-image-harmonization-in-dual-color-spaces","title":"Deep Image Harmonization in Dual Color Spaces","date":"2023-08-05","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/learning-global-aware-kernel-for-image","title":"Learning Global-aware Kernel for Image Harmonization","date":"2023-05-19","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/dense-pixel-to-pixel-harmonization-via","title":"Dense Pixel-to-Pixel Harmonization via Continuous Image Representation","date":"2023-03-03","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/pct-net-full-resolution-image-harmonization","title":"PCT-Net: Full Resolution Image Harmonization Using Pixel-Wise Color Transformations","date":"2023-01-01","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/hierarchical-dynamic-image-harmonization","title":"Hierarchical Dynamic Image Harmonization","date":"2022-11-16","rows_on_this_dataset":2,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/dccf-deep-comprehensible-color-filter","title":"DCCF: Deep Comprehensible Color Filter Learning Framework for High-Resolution Image Harmonization","date":"2022-07-11","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/harmonizer-learning-to-perform-white-box","title":"Harmonizer: Learning to Perform White-Box Image and Video Harmonization","date":"2022-07-04","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/high-resolution-image-harmonization-via","title":"High-Resolution Image Harmonization via Collaborative Dual Transformations","date":"2021-09-14","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/spatial-separated-curve-rendering-network-for","title":"Spatial-Separated Curve Rendering Network for Efficient and High-Resolution Image Harmonization","date":"2021-09-13","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/intrinsic-image-harmonization","title":"Intrinsic Image Harmonization","date":"2021-06-19","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/region-aware-adaptive-instance-normalization","title":"Region-aware Adaptive Instance Normalization for Image Harmonization","date":"2021-06-05","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/image-harmonization-with-transformer","title":"Image Harmonization With Transformer","date":"2021-01-01","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/bargainnet-background-guided-domain","title":"BargainNet: Background-Guided Domain Translation for Image Harmonization","date":"2020-09-19","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/deep-image-harmonization-via-domain","title":"DoveNet: Deep Image Harmonization via Domain Verification","date":"2019-11-27","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":7,"samples_ran":2,"samples_unverified":5,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":3,"samples_harvested":9,"samples_ran":4,"samples_unverified":5,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}