# Photo Aesthetics Classification on AVA (test) Source: [Photo Aesthetics Classification on AVA (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:21.694Z Evaluation of Photo Aesthetics Classification performance on the test split of the AVA dataset, measured by Accuracy. 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 | Photo Aesthetics Classification | | Dataset (including any stated split) | AVA (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MTRLCNN | 79.08 | Not recorded | 68fa633c1e209131ce9fdb2a | | MTRLCNN | 78.46 | Not recorded | 68fa633c1e209131ce9fdb2a | | MTRLCNN | 77.71 | Not recorded | 68fa633c1e209131ce9fdb2a | | MTRLCNN | 77.41 | Not recorded | 68fa633c1e209131ce9fdb2a | | MNA-CNN | 77.4 | Not recorded | 68fa633c1e209131ce9fdb2a | | MTRLCNN | 77.35 | Not recorded | 68fa633c1e209131ce9fdb2a | | Reg+Rank+Att+Cont | 77.33 | Not recorded | 68fa62a41e209131ce9fa79d | | MTRLCNN | 76.8 | Not recorded | 68fa633c1e209131ce9fdb2a | | MNA-CNN | 76.5 | Not recorded | 68fa633c1e209131ce9fdb2a | | MTCNN #1 | 76.15 | Not recorded | 68fa633c1e209131ce9fdb2a | | MTCNN #1 | 75.9 | Not recorded | 68fa633c1e209131ce9fdb2a | | Reg+Rank+Att | 75.48 | Not recorded | 68fa62a41e209131ce9fa79d | | RDCNN\_semantic | 75.42 | Not recorded | 68fa62a41e209131ce9fa79d | | DMA\_AlexNet\_FT | 75.41 | Not recorded | 68fa62a41e209131ce9fa79d | | DMA-Net | 75.41 | Not recorded | 68fa633c1e209131ce9fdb2a | | Reg+Att | 75.32 | Not recorded | 68fa62a41e209131ce9fa79d | | STCNN | 75.13 | Not recorded | 68fa633c1e209131ce9fdb2a | | RDCNN | 74.46 | Not recorded | 68fa62a41e209131ce9fa79d | | DMA | 74.46 | Not recorded | 68fa62a41e209131ce9fa79d | | RDCNN | 74.46 | Not recorded | 68fa633c1e209131ce9fdb2a | | RDCNN | 73.7 | Not recorded | 68fa633c1e209131ce9fdb2a | | Reg+Rank+Cont | 73.37 | Not recorded | 68fa62a41e209131ce9fa79d | | DCNN | 73.25 | Not recorded | 68fa62a41e209131ce9fa79d | | SPP | 72.85 | Not recorded | 68fa62a41e209131ce9fa79d | | STCNN | 72.19 | Not recorded | 68fa633c1e209131ce9fdb2a | | Reg | 72.04 | Not recorded | 68fa62a41e209131ce9fa79d | | AlexNet\_FT\_Conf | 71.52 | Not recorded | 68fa62a41e209131ce9fa79d | | Reg+Rank | 71.5 | Not recorded | 68fa62a41e209131ce9fa79d | | SCNN | 71.2 | Not recorded | 68fa633c1e209131ce9fdb2a | | SCNN | 68.63 | Not recorded | 68fa633c1e209131ce9fdb2a | | Murray et al. | 68 | Not recorded | 68fa62a41e209131ce9fa79d | | Murray | 67 | Not recorded | 68fa633c1e209131ce9fdb2a | | Murray | 66.7 | Not recorded | 68fa633c1e209131ce9fdb2a | ### MTRLCNN Accuracy: 79.08. Result ID: 698c70e937894ef7d9ce66ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"delta":"0","Backbone":"ResNet","Fine-tuning":"true"}. This record does not assert independent reproduction. ### MTRLCNN Accuracy: 78.46. Result ID: 698c70e937894ef7d9ce66ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"delta":"0","Backbone":"VGG Net","Fine-tuning":"true"}. This record does not assert independent reproduction. ### MTRLCNN Accuracy: 77.71. Result ID: 698c70e937894ef7d9ce66ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"delta":"1","Backbone":"ResNet","Fine-tuning":"true"}. This record does not assert independent reproduction. ### MTRLCNN Accuracy: 77.41. Result ID: 698c70e937894ef7d9ce66eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"delta":"1","Backbone":"VGG Net","Fine-tuning":"true"}. This record does not assert independent reproduction. ### MNA-CNN Accuracy: 77.4. Result ID: 698c70e937894ef7d9ce66f5. [Reporting paper]() Recorded evaluation configuration: {"delta":"0","Backbone":"VGG Net","Fine-tuning":"true"}. This record does not assert independent reproduction. ### MTRLCNN Accuracy: 77.35. Result ID: 698c70e937894ef7d9ce66e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"delta":"0","Backbone":"AlexNet","Fine-tuning":"true"}. This record does not assert independent reproduction. ### Reg+Rank+Att+Cont Accuracy: 77.33. Result ID: 698bde94ecace47ef55965d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Regression + Ranking","Features":"Attributes + Content"}. This record does not assert independent reproduction. ### MTRLCNN Accuracy: 76.8. Result ID: 698c70e937894ef7d9ce66e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"delta":"1","Backbone":"AlexNet","Fine-tuning":"true"}. This record does not assert independent reproduction. ### MNA-CNN Accuracy: 76.5. Result ID: 698c70e937894ef7d9ce66f6. [Reporting paper]() Recorded evaluation configuration: {"delta":"1","Backbone":"VGG Net","Fine-tuning":"true"}. This record does not assert independent reproduction. ### MTCNN #1 Accuracy: 76.15. Result ID: 698c70e937894ef7d9ce66e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"delta":"0"}. This record does not assert independent reproduction. ### MTCNN #1 Accuracy: 75.9. Result ID: 698c70e937894ef7d9ce66e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"delta":"1"}. This record does not assert independent reproduction. ### Reg+Rank+Att Accuracy: 75.48. Result ID: 698bde94ecace47ef55965d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Regression + Ranking","Features":"Attributes"}. This record does not assert independent reproduction. ### RDCNN\_semantic Accuracy: 75.42. Result ID: 698bde94ecace47ef55965ce. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMA\_AlexNet\_FT Accuracy: 75.41. Result ID: 698bde94ecace47ef55965d0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction. ### DMA-Net Accuracy: 75.41. Result ID: 698c70e937894ef7d9ce66f4. [Reporting paper]() Recorded evaluation configuration: {"delta":"0"}. This record does not assert independent reproduction. ### Reg+Att Accuracy: 75.32. Result ID: 698bde94ecace47ef55965d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Regression","Features":"Attributes"}. This record does not assert independent reproduction. ### STCNN Accuracy: 75.13. Result ID: 698c70e937894ef7d9ce66e5. [Reporting paper]() Recorded evaluation configuration: {"delta":"1"}. This record does not assert independent reproduction. ### RDCNN Accuracy: 74.46. Result ID: 698bde94ecace47ef55965cd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMA Accuracy: 74.46. Result ID: 698bde94ecace47ef55965cf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RDCNN Accuracy: 74.46. Result ID: 698c70e937894ef7d9ce66f2. [Reporting paper]() Recorded evaluation configuration: {"delta":"0"}. This record does not assert independent reproduction. ### RDCNN Accuracy: 73.7. Result ID: 698c70e937894ef7d9ce66f3. [Reporting paper]() Recorded evaluation configuration: {"delta":"1"}. This record does not assert independent reproduction. ### Reg+Rank+Cont Accuracy: 73.37. Result ID: 698bde94ecace47ef55965d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Regression + Ranking","Features":"Content"}. This record does not assert independent reproduction. ### DCNN Accuracy: 73.25. Result ID: 698bde94ecace47ef55965cc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPP Accuracy: 72.85. Result ID: 698bde94ecace47ef55965ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STCNN Accuracy: 72.19. Result ID: 698c70e937894ef7d9ce66e4. [Reporting paper]() Recorded evaluation configuration: {"delta":"0"}. This record does not assert independent reproduction. ### Reg Accuracy: 72.04. Result ID: 698bde94ecace47ef55965d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Regression"}. This record does not assert independent reproduction. ### AlexNet\_FT\_Conf Accuracy: 71.52. Result ID: 698bde94ecace47ef55965cb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction. ### Reg+Rank Accuracy: 71.5. Result ID: 698bde94ecace47ef55965d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Regression + Ranking"}. This record does not assert independent reproduction. ### SCNN Accuracy: 71.2. Result ID: 698c70e937894ef7d9ce66f0. [Reporting paper]() Recorded evaluation configuration: {"delta":"0"}. This record does not assert independent reproduction. ### SCNN Accuracy: 68.63. Result ID: 698c70e937894ef7d9ce66f1. [Reporting paper]() Recorded evaluation configuration: {"delta":"1"}. This record does not assert independent reproduction. ### Murray et al. Accuracy: 68. Result ID: 698bde94ecace47ef55965c9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Murray Accuracy: 67. Result ID: 698c70e937894ef7d9ce66ef. [Reporting paper]() Recorded evaluation configuration: {"delta":"1"}. This record does not assert independent reproduction. ### Murray Accuracy: 66.7. Result ID: 698c70e937894ef7d9ce66ee. [Reporting paper]() Recorded evaluation configuration: {"delta":"0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.