Video Classification on Thyroid Ultrasound Video Dataset
86.32AccuracyHFS-TriNet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HFS-TriNetevaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 86.32 | 66.42 | 97.64 | 94.13 | 77.82 | 82.3 | |
| OursKey-frame=true, 3D SPP=true, Motion attention=true2022.06 | 76.65 | 78.52 | 76.36 | 77.17 | 77.08 | — | |
| lightweight C3DKey-frame=true, 3D SPP=true, Motion attention=false2022.06 | 74.59 | 76.67 | 75.25 | 76.69 | 75.52 | — | |
| lightweight C3DKey-frame=true, 3D SPP=false, Motion attention=true2022.06 | 74.19 | 77.88 | 72.04 | 71.59 | 73.9 | — | |
| lightweight C3DKey-frame=true, 3D SPP=false, Motion attention=false2022.06 | 71.69 | 71.94 | 71.88 | 74.73 | 72.76 | — | |
| I3Devaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 70.91 | 47.85 | 84.02 | 63 | 54.3 | 67.55 | |
| Text4Visevaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 69.6 | 74.1 | 54.78 | 50.19 | 61.66 | 43.88 | |
| R2plus1D2022.06 | 68.45 | 71.37 | 66.96 | 67.83 | 68.75 | — | |
| lightweight C3DKey-frame=false, 3D SPP=false, Motion attention=false2022.06 | 68.45 | 71.06 | 66.73 | 66.52 | 68.13 | — | |
| R3D2022.06 | 67.19 | 68.08 | 68.45 | 70.55 | 68.27 | — | |
| C3D2022.06 | 66.78 | 70.51 | 65.83 | 63.27 | 65.47 | — | |
| TPNevaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 65.17 | 7.45 | 98.02 | 68.26 | 13.36 | 53.11 | |
| SlowOnlyevaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 64.95 | 15.07 | 93.33 | 56.18 | 23.68 | 48.22 | |
| TANetevaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 64.45 | 4.73 | 98.43 | 63.08 | 8.74 | 51.21 | |
| Swimevaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 63.98 | 0.67 | 100 | 63.2 | 1.33 | 15.29 | |
| TRNevaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 63.74 | 0 | 100 | 0 | 0 | 42.99 | |
| MViTevaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 63.74 | 0 | 100 | 0 | 0 | 58.16 | |
| TSNevaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 63.23 | 0.67 | 98.82 | 24.72 | 1.3 | 26.98 | |
| SlowFastevaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 62.95 | 8.82 | 93.74 | 44.46 | 14.65 | 43.66 | |
| Multevaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 46.45 | 36.87 | 51.91 | 30.37 | 33.24 | 38.12 | |
| MANetevaluation_protocol=Bootstrap resampling, confidence_interval=95%2026.04 | 41.95 | 4.73 | 63.13 | 6.79 | 5.55 | 34.06 |