Scene aesthetic regression on Aesthetic3D 20% split (test)
0.567PLCCAes3DGSNet (8-attr)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Aes3DGSNet (8-attr)Setting=Point-based Quality Assessment Baselines, Supervision=average aggregated score over 8 attributes, #Params=3.2M, GFLOPs=29.42026.05 | 0.567 | 0.554 | 0.389 | 0.084 | 0.11 | |
| Aes3DGSNet (total)Setting=Point-based Quality Assessment Baselines, Supervision=overall score, #Params=3.2M, GFLOPs=29.42026.05 | 0.54 | 0.518 | 0.362 | 0.076 | 0.101 | |
| Stochastic NR-PCQASetting=Point-based Quality Assessment Baselines, #Params=25.6M, GFLOPs=6123.72026.05 | 0.509 | 0.488 | 0.335 | 0.09 | 0.112 | |
| GSOQASetting=3DGS Quality Assessment Baselines, #Params=27.5M, GFLOPs=3.52026.05 | 0.503 | 0.485 | 0.351 | 0.092 | 0.119 | |
| MM-PCQASetting=Point-based Quality Assessment Baselines, #Params=52.9M, GFLOPs=79.92026.05 | 0.441 | 0.42 | 0.286 | 0.093 | 0.117 | |
| LRL-GQASetting=Point-based Quality Assessment Baselines, #Params=17.4K, GFLOPs=8.12026.05 | 0.409 | 0.378 | 0.255 | 0.097 | 0.118 | |
| MUGSQA-DBCNNSetting=3DGS Quality Assessment Baselines, #Params=15.3M, GFLOPs=712.22026.05 | 0.311 | 0.343 | 0.233 | 0.105 | 0.13 | |
| ArtiMuseSetting=Zero-shot 2D Image Aesthetic Baselines, #Params=∼8B, GFLOPs=∼ 257.7K2026.05 | 0.224 | 0.207 | 0.143 | 0.106 | 0.125 | |
| NIMASetting=Zero-shot 2D Image Aesthetic Baselines, #Params=14.7M, GFLOPs=15.42026.05 | 0.081 | 0.038 | 0.028 | 0.143 | 0.167 | |
| TANetSetting=Zero-shot 2D Image Aesthetic Baselines, #Params=13.9M, GFLOPs=4.12026.05 | 0.075 | 0.015 | 0.01 | 0.116 | 0.136 | |
| AADBSetting=Zero-shot 2D Image Aesthetic Baselines, #Params=70.9M, GFLOPs=2.42026.05 | 0.02 | 0.032 | 0.021 | 0.111 | 0.134 |