{"url":"/dataset/vds-dataset","name":"VDS dataset: Multi exposure stack-based inverse tone mapping","full_name":"VDS dataset: Multi exposure stack-based inverse tone mapping","description_markdown":"* Have need seven multiple exposure ground truth images satisfying EV 0, ±1, ±2, ±3 for static scenes. \r\n  * 96 different scene image stacks (672 images; out-door: 504, indoor: 168 images)\r\n* All the images are captured in an 8 bit JPG format using a Nikon D700 with a resolution of 4256 × 2832, which was resized to 912 × 608.\r\n\r\n* Evaluation Code: https://drive.google.com/file/d/1xeCT3APYkTnxeotb_t0wxdSPzBLbnU_p/view?pli=1","description_withheld":null,"homepage":"https://siyeong-lee.github.io/hdr_vds_dataset/","introduced_date":"2018-01-19","introduced_date_note":null,"introduced_by":{"paper":"/paper/deep-chain-hdri-reconstructing-a-high-dynamic","title":"Deep Chain HDRI: Reconstructing a High Dynamic Range Image from a Single Low Dynamic Range Image","first_author":"Siyeong Lee","url":null},"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"inverse tone mapping","url":"/task/inverse-tone-mapping","datasets_with_task":"/datasets/task/inverse-tone-mapping"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["VDS dataset: Multi exposure stack-based inverse tone mapping"],"data_loaders":[{"repo":"https://github.com/Siyeong-Lee/Deep_Recursive_HDRI","url":"https://github.com/Siyeong-Lee/Deep_Recursive_HDRI","frameworks":["pytorch"]},{"repo":"https://github.com/skchen1993/2023_CEVR","url":"https://github.com/skchen1993/2023_CEVR","frameworks":["pytorch"]},{"repo":"https://github.com/JungHeeKim29/DiffHDRsyn","url":"https://github.com/JungHeeKim29/DiffHDRsyn","frameworks":["pytorch"]}],"num_papers_in_archive":9,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/inverse-tone-mapping-on-vds-dataset","task":"inverse tone mapping","dataset_variant":"VDS dataset: Multi exposure stack-based inverse tone mapping","rows":9,"metrics":["HDR-VDP-2","HDR-VDP-3","PU21-PSNR","PU21-SSIM","Reinhard'TMO-PSNR","Kim and Kautz TMO-PSNR"],"first_row_in_archive_order":{"model":"CEVR","paper":"/paper/learning-continuous-exposure-value","metrics":{"HDR-VDP-2":"59.00","Kim and Kautz TMO-PSNR":"30.04","Reinhard'TMO-PSNR":"34.67"},"code_links":[{"title":"skchen1993/2023_CEVR","url":"https://github.com/skchen1993/2023_CEVR"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/deep-conditional-hdri-inverse-tone-mapping","title":"Deep Conditional HDRI: Inverse Tone Mapping via Dual Encoder-Decoder Conditioning Method","date":"2024-03-20","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/learning-continuous-exposure-value","title":"Learning Continuous Exposure Value Representations for Single-Image HDR Reconstruction","date":"2023-09-07","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/end-to-end-differentiable-learning-to-hdr","title":"End-to-End Differentiable Learning to HDR Image Synthesis for Multi-exposure Images","date":"2020-06-29","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":2,"samples_ran":0,"samples_unverified":2,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/single-image-hdr-reconstruction-by-learning","title":"Single-Image HDR Reconstruction by Learning to Reverse the Camera Pipeline","date":"2020-04-02","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/deep-recursive-hdri-inverse-tone-mapping","title":"Deep Recursive HDRI: Inverse Tone Mapping using Generative Adversarial Networks","date":"2018-09-01","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/expandnet-a-deep-convolutional-neural-network","title":"ExpandNet: A Deep Convolutional Neural Network for High Dynamic Range Expansion from Low Dynamic Range Content","date":"2018-03-06","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/deep-chain-hdri-reconstructing-a-high-dynamic","title":"Deep Chain HDRI: Reconstructing a High Dynamic Range Image from a Single Low Dynamic Range Image","date":"2018-01-19","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/deep-reverse-tone-mapping","title":"Deep reverse tone mapping","date":"2017-11-20","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":2,"samples_ran":0,"samples_unverified":2,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":1,"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."}