{"url":"/dataset/aesthetic-visual-analysis","name":"Aesthetic Visual Analysis","full_name":"Aesthetic Visual Analysis","description_markdown":"**Aesthetic Visual Analysis** is a dataset for aesthetic image assessment that contains over 250,000 images along with a rich variety of meta-data including a\r\nlarge number of aesthetic scores for each image, semantic labels for over 60 categories as well as labels related to photographic style.","description_withheld":null,"homepage":"https://github.com/ylogx/aesthetics/tree/master/data/ava","introduced_date":"2021-01-01","introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Node Classification","url":"/task/node-classification","datasets_with_task":"/datasets/task/node-classification"},{"name":"Video Understanding","url":"/task/video-understanding","datasets_with_task":"/datasets/task/video-understanding"},{"name":"Aesthetics Quality Assessment","url":"/task/aesthetics-quality-assessment","datasets_with_task":"/datasets/task/aesthetics-quality-assessment"}],"languages":[],"variants":["AVA","Aesthetic Visual Analysis"],"data_loaders":[{"repo":"https://github.com/ylogx/aesthetics","url":"https://github.com/ylogx/aesthetics","frameworks":[]}],"num_papers_in_archive":12,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/aesthetics-quality-assessment-on-aesthetic","task":"Aesthetics Quality Assessment","dataset_variant":"Aesthetic Visual Analysis","rows":3,"metrics":["SRCC","PLCC"],"first_row_in_archive_order":{"model":"RvTC+","paper":"/paper/language-integration-in-fine-tuning","metrics":{"PLCC":"0.901","SRCC":"0.899"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/language-integration-in-fine-tuning","title":"Language Integration in Fine-Tuning Multimodal Large Language Models for Image-Based Regression","date":"2025-07-20","rows_on_this_dataset":2,"code_links":0,"syntology":null},{"paper":"/paper/q-align-teaching-lmms-for-visual-scoring-via","title":"Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels","date":"2023-12-28","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":2,"samples_ran":2,"samples_unverified":0,"pointer_only_for_licence":2,"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":1,"samples_harvested":2,"samples_ran":2,"samples_unverified":0,"pointer_only_for_licence":2,"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."}