| Paper | Code | Accuracy | ModelName | ReleaseDate |
|---|---|---|---|---|
| Attention-based Multi-Patch Aggregation for Image Aesthetic Assessment | ✓ Link | 83.0% | MP_adam | 2018-10-22 |
| A-Lamp: Adaptive Layout-Aware Multi-Patch Deep Convolutional Neural Network for Photo Aesthetic Assessment | 82.5% | A-Lamp | 2017-04-02 | |
| Effective Aesthetics Prediction with Multi-level Spatially Pooled Features | ✓ Link | 81.7% | Pool-3FC | 2019-04-02 |
| NIMA: Neural Image Assessment | ✓ Link | 81.5% | NIMA | 2017-09-15 |
| Deep Aesthetic Quality Assessment with Semantic Information | 79.1% | MTRLCNN | 2016-04-18 | |
| Composition-Preserving Deep Photo Aesthetics Assessment | ✓ Link | 77.4% | MNA-CNN | 2016-06-01 |
| Photo Aesthetics Ranking Network with Attributes and Content Adaptation | ✓ Link | 77.3% | ADB-CNN | 2016-06-06 |
| Deep Multi-Patch Aggregation Network for Image Style, Aesthetics, and Quality Estimation | 75.4% | DMA-Net | 2015-12-01 | |
| []() | 68.0% | Hand-crafted features |