Video Fluency Assessment on FluVid (test)
0.816SRCCFluNet++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FluNet++Pre-training=LSVQ, Rank learning=true, Fine-tuning=true, Frames=128, Window size=(32, 7, 7), GFLOPs=308, Params=26.5M2026.03 | 0.816 | 0.821 | |
| FluNetPre-training=None, Rank learning=true, Fine-tuning=true, Frames=128, Window size=(32, 7, 7), GFLOPs=308, Params=26.5M2026.03 | 0.774 | 0.77 | |
| Fast-VQAPre-training=LSVQ, Rank learning=true, Fine-tuning=true, Frames=128, Window size=(8, 7, 7), GFLOPs=1114, Params=27.7M2026.03 | 0.725 | 0.716 | |
| Fast-VQAPre-training=LSVQ, Rank learning=true, Fine-tuning=false, Frames=128, Window size=(8, 7, 7), GFLOPs=1114, Params=27.7M2026.03 | 0.684 | 0.687 | |
| Fast-VQAPre-training=LSVQ, Rank learning=false, Fine-tuning=true, Frames=128, Window size=(8, 7, 7), GFLOPs=1114, Params=27.7M2026.03 | 0.669 | 0.65 | |
| Fast-VQAPre-training=LSVQ, Rank learning=false, Fine-tuning=false, Frames=128, Window size=(8, 7, 7), GFLOPs=1114, Params=27.7M2026.03 | 0.661 | 0.67 | |
| Fast-VQAPre-training=LSVQ, Rank learning=false, Fine-tuning=false, Frames=64, Window size=(8, 7, 7), GFLOPs=556, Params=27.7M2026.03 | 0.648 | 0.655 | |
| Fast-VQAPre-training=LSVQ, Rank learning=false, Fine-tuning=false, Frames=32, Window size=(8, 7, 7), GFLOPs=279, Params=27.7M2026.03 | 0.64 | 0.633 | |
| Fast-VQAPre-training=LSVQ, Rank learning=false, Fine-tuning=false, Frames=32, Window size=(16, 7, 7), GFLOPs=148, Params=27.7M2026.03 | 0.626 | 0.607 |