# Image Aesthetics Assessment on Image Aesthetics dataset Source: [Image Aesthetics Assessment on Image Aesthetics dataset]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:51.623Z Evaluation of image aesthetic assessment performance on the Image Aesthetics dataset, measured using category-specific Accuracy and Mean Absolute Error (MAE). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Image Aesthetics Assessment | | Dataset (including any stated split) | Image Aesthetics dataset | | Metric | Acc (Nature) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Acc (Nature)](): Higher is better; unit: PERCENT. - [Acc (Animal)](): Higher is better; unit: PERCENT. - [Acc (Urban)](): Higher is better; unit: PERCENT. - [Acc (People)](): Higher is better; unit: PERCENT. - [Acc (Overall)](): Higher is better; unit: PERCENT. - [MAE (Nature)](): Lower is better; unit: SCALAR. - [MAE (Animal)](): Lower is better; unit: SCALAR. - [MAE (Urban)](): Lower is better; unit: SCALAR. - [MAE (People)](): Lower is better; unit: SCALAR. - [MAE (Overall)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Acc (Nature) | Result date | Report paper | | --- | --- | --- | --- | | Ranking + POE | 74.4 | Not recorded | 68fa699a1e209131cea22fd2 | | Classification + POE | 73.62 | Not recorded | 68fa699a1e209131cea22fd2 | | SORD | 73.59 | Not recorded | 68fa699a1e209131cea22fd2 | | D-Regression + POE | 73.44 | Not recorded | 68fa699a1e209131cea22fd2 | | CNNPOR | 71.86 | Not recorded | 68fa699a1e209131cea22fd2 | | D-Regression | 71.52 | Not recorded | 68fa699a1e209131cea22fd2 | | Classification | 70.97 | Not recorded | 68fa699a1e209131cea22fd2 | | Ranking | 69.81 | Not recorded | 68fa699a1e209131cea22fd2 | ### Ranking + POE Acc (Nature): 74.4. Result ID: 698dc17a8b517eb433238a0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"probabilistic ordinal embeddings":true}. This record does not assert independent reproduction. ### Classification + POE Acc (Nature): 73.62. Result ID: 698dc17a8b517eb433238a0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"probabilistic ordinal embeddings":true}. This record does not assert independent reproduction. ### SORD Acc (Nature): 73.59. Result ID: 698dc17a8b517eb433238a06. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D-Regression + POE Acc (Nature): 73.44. Result ID: 698dc17a8b517eb433238a08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"probabilistic ordinal embeddings":true}. This record does not assert independent reproduction. ### CNNPOR Acc (Nature): 71.86. Result ID: 698dc17a8b517eb433238a05. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D-Regression Acc (Nature): 71.52. Result ID: 698dc17a8b517eb433238a07. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Classification Acc (Nature): 70.97. Result ID: 698dc17a8b517eb433238a09. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ranking Acc (Nature): 69.81. Result ID: 698dc17a8b517eb433238a0b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.