{"url":"/dataset/rtmv","name":"RTMV","full_name":null,"description_markdown":"**RTMV** is a large-scale synthetic dataset for novel view synthesis consisting of ∼300k images rendered from nearly 2000 complex scenes using high-quality ray tracing at high resolution (1600 × 1600 pixels). The dataset is orders of magnitude larger than existing synthetic datasets for novel view synthesis, thus providing a large unified benchmark for both training and evaluation. Using 4 distinct sources of high-quality 3D meshes, the scenes of our dataset exhibit challenging variations in camera views, lighting, shape, materials, and textures.\r\n\r\nThe dataset consists of scenes from four different environments, namely Google Scanned Objects, ABC, Bricks and Amazon Berkeley. Each scene has 150 renders at a 1600 x 1600 resolution.\r\n\r\nDescription adapted from: [http://www.cs.umd.edu/~mmeshry/projects/rtmv/](http://www.cs.umd.edu/~mmeshry/projects/rtmv/)","description_withheld":null,"homepage":"http://www.cs.umd.edu/~mmeshry/projects/rtmv/","introduced_date":"2022-05-14","introduced_date_note":null,"introduced_by":{"paper":"/paper/rtmv-a-ray-traced-multi-view-synthetic","title":"RTMV: A Ray-Traced Multi-View Synthetic Dataset for Novel View Synthesis","first_author":"Jonathan Tremblay","url":null},"license":null,"modalities":[{"name":"Environment","url":"/datasets/modality/environment"}],"tasks":[{"name":"Novel View Synthesis","url":"/task/novel-view-synthesis","datasets_with_task":"/datasets/task/novel-view-synthesis"}],"languages":[],"variants":["RTMV"],"data_loaders":[],"num_papers_in_archive":15,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/novel-view-synthesis-on-rtmv","task":"Novel View Synthesis","dataset_variant":"RTMV","rows":4,"metrics":["PSNR","SSIM"],"first_row_in_archive_order":{"model":"Pixel-NeRF (env: Google Scan)","paper":"/paper/rtmv-a-ray-traced-multi-view-synthetic","metrics":{"PSNR":"14.588","SSIM":" 0.483"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/rtmv-a-ray-traced-multi-view-synthetic","title":"RTMV: A Ray-Traced Multi-View Synthetic Dataset for Novel View Synthesis","date":"2022-05-14","rows_on_this_dataset":4,"code_links":0,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"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."}