Video Super-Resolution Efficiency on Vid4 (Latency/FLOPs)
0.11FLOPs (T) @ 1280x720OVSR-4+2-56
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OVSR-4+2-56Framework=omniscient, Generator=omniscient, Frame=3, Parameter (M)=1.8972021.03 | 0.11 | 25.4 | 39.37 | 56.1 | 17.83 | |
| OVSR-8+4-56Framework=omniscient, Generator=omniscient, Frame=3, Parameter (M)=3.482021.03 | 0.201 | 46.5 | 21.51 | 101.9 | 9.81 | |
| RLSP7-256Framework=hybrid, Generator=hybrid, Frame=3, Parameter (M)=5.5532021.03 | 0.32 | 42.9 | 23.31 | 91.9 | 10.88 | |
| FFCVSRFramework=hybrid, Generator=hybrid, Frame=3, Parameter (M)=5.5812021.03 | 0.322 | 50.8 | 19.69 | 112.7 | 8.87 | |
| FRVSRFramework=recurrent, Generator=recurrent, Frame=2, Parameter (M)=5.0582021.03 | 0.348 | 77.5 | 12.9 | 172.1 | 5.81 | |
| RSDN9-128Framework=recurrent, Generator=recurrent, Frame=2, Parameter (M)=6.182021.03 | 0.356 | 59.3 | 16.86 | 132 | 7.58 | |
| OVSR-8+4-80Framework=omniscient, Generator=omniscient, Frame=3, Parameter (M)=7.0622021.03 | 0.407 | 81.2 | 12.32 | 178.5 | 5.6 | |
| DRVSRFramework=iterative, Generator=recurrent, Frame=3, Parameter (M)=1.7222021.03 | 0.415 | 123.6 | 8.09 | 276.2 | 3.62 | |
| TDANFramework=iterative, Generator=iterative, Frame=5, Parameter (M)=2.2852021.03 | 0.558 | 102.3 | 9.78 | 225.4 | 4.44 | |
| TGAFramework=iterative, Generator=iterative, Frame=7, Parameter (M)=7.0582021.03 | 0.7 | 383.5 | 2.61 | 869.7 | 1.15 | |
| PFNLFramework=iterative, Generator=iterative, Frame=7, Parameter (M)=3.0032021.03 | 0.94 | 231 | 4.33 | 567 | 1.76 | |
| MTUDMFramework=iterative, Generator=recurrent, Frame=5, Parameter (M)=5.9192021.03 | 1.672 | 506.9 | 1.97 | 1,127.6 | 0.89 | |
| DUF_52LFramework=iterative, Generator=iterative, Frame=7, Parameter (M)=5.8242021.03 | 2.348 | 1,108 | 0.9 | 2,499.8 | 0.4 | |
| EDVRFramework=iterative, Generator=iterative, Frame=7, Parameter (M)=20.6992021.03 | 2.954 | 436.7 | 2.29 | 979.2 | 1.02 | |
| MMCNNFramework=iterative, Generator=recurrent, Frame=5, Parameter (M)=10.5822021.03 | 3.347 | 696.7 | 1.44 | 1,548.9 | 0.65 | |
| RBPNFramework=iterative, Generator=recurrent, Frame=7, Parameter (M)=12.7722021.03 | 8.516 | 6,555.7 | 0.15 | 14,935.8 | 0.07 |