Datasets › Aesthetic Visual Analysis
Aesthetic Visual Analysis
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 large number of aesthetic scores for each image, semantic labels for over 60 categories as well as labels related to photographic style.
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Aesthetics Quality Assessment | Aesthetic Visual Analysis | RvTC+ SRCC 0.899 | Language Integration in Fine-Tuning Multimodal Large... | — | 3 | Compare |
Papers archive 2025-07-28
2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 12. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Language Integration in Fine-Tuning Multimodal Large Language Models for Image-Based Regression | 0 | 2 | 20 Jul 2025 | not harvested |
| Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels | 1 | 1 | 28 Dec 2023 | ran 2 of 2 samples (0 unverified; 2 pointer-only for licence) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- AVA
- Aesthetic Visual Analysis
2 variant names, as the archive lists them.
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