| Optical flow evaluation results |
Statistics:
Average
SD
R0.5
R1.0
R2.0
A50
A75
A95
Error type: angle end-point interpolation normalized interpolation |
|
R1.0 end-point error |
avg. |
Army (Hidden texture) GT im0 im1 |
Mequon (Hidden texture) GT im0 im1 |
Schefflera (Hidden texture) GT im0 im1 |
Wooden (Hidden texture) GT im0 im1 |
Grove (Synthetic) GT im0 im1 |
Urban (Synthetic) GT im0 im1 |
Yosemite (Synthetic) GT im0 im1 |
Teddy (Stereo) GT im0 im1 |
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| rank | all | disc | untext | all | disc | untext | all | disc | untext | all | disc | untext | all | disc | untext | all | disc | untext | all | disc | untext | all | disc | untext | |
| TV-L1-improved [19] | 3.8 | 0.94 2 | 5.45 2 | 0.52 5 | 2.91 2 | 17.8 2 | 1.58 2 | 7.00 5 | 20.2 5 | 2.24 3 | 3.00 2 | 21.5 1 | 1.16 1 | 20.6 3 | 32.3 3 | 15.0 2 | 12.2 6 | 34.2 5 | 7.87 6 | 0.19 8 | 0.30 12 | 0.49 7 | 10.7 2 | 29.7 3 | 12.8 3 |
| Spatially variant [22] | 5.0 | 0.85 1 | 5.05 1 | 0.49 3 | 3.06 3 | 18.1 3 | 1.95 5 | 5.87 3 | 18.2 3 | 2.11 1 | 3.31 3 | 23.7 3 | 1.36 3 | 24.3 6 | 34.1 6 | 26.6 12 | 9.84 3 | 32.4 4 | 6.87 1 | 0.58 13 | 0.00 1 | 2.36 12 | 20.2 12 | 36.5 7 | 32.6 12 |
| F-TV-L1 [17] | 5.5 | 1.22 6 | 6.63 5 | 0.53 6 | 5.86 11 | 24.8 7 | 3.51 9 | 9.25 9 | 23.4 7 | 3.44 7 | 3.91 7 | 24.9 5 | 1.61 5 | 20.3 2 | 31.5 2 | 16.2 4 | 11.3 4 | 30.9 2 | 7.40 4 | 0.15 7 | 0.47 14 | 0.17 6 | 9.88 1 | 27.6 1 | 11.1 1 |
| Fusion [8] | 6.0 | 1.15 5 | 6.83 6 | 0.71 9 | 2.10 1 | 14.5 1 | 1.23 1 | 4.58 2 | 15.4 2 | 3.60 8 | 3.73 6 | 27.2 8 | 2.38 9 | 23.9 5 | 33.7 4 | 26.4 11 | 8.36 1 | 27.3 1 | 7.11 3 | 1.00 14 | 0.64 16 | 2.66 13 | 14.5 6 | 34.0 5 | 18.7 6 |
| CBF [14] | 6.5 | 0.95 3 | 5.63 3 | 0.46 1 | 4.02 6 | 19.4 4 | 3.54 10 | 6.40 4 | 19.3 4 | 2.97 5 | 2.82 1 | 22.8 2 | 1.21 2 | 22.0 4 | 34.0 5 | 15.1 3 | 15.9 13 | 34.5 7 | 11.2 12 | 4.78 19 | 2.92 21 | 20.1 19 | 11.1 3 | 28.1 2 | 15.1 4 |
| Dynamic MRF [9] | 7.2 | 1.26 8 | 7.42 8 | 0.57 8 | 3.39 4 | 21.4 6 | 1.58 2 | 7.00 5 | 22.5 6 | 2.22 2 | 3.40 5 | 24.1 4 | 1.69 6 | 25.9 9 | 37.6 8 | 24.8 10 | 14.4 11 | 41.5 14 | 9.85 9 | 0.09 6 | 0.00 1 | 0.96 8 | 19.2 11 | 39.4 11 | 25.5 10 |
| JIF-Reg [21] | 7.5 | 1.48 10 | 8.22 11 | 0.75 10 | 5.79 9 | 30.0 10 | 3.21 8 | 8.13 8 | 25.1 9 | 4.89 9 | 4.53 9 | 28.9 12 | 2.06 8 | 25.1 7 | 38.3 11 | 21.0 5 | 9.09 2 | 38.6 12 | 7.00 2 | 0.00 1 | 0.02 4 | 0.00 1 | 14.4 5 | 38.8 10 | 19.8 8 |
| DPOF [20] | 7.7 | 1.25 7 | 7.10 7 | 0.47 2 | 5.80 10 | 30.5 11 | 2.48 7 | 4.06 1 | 13.9 1 | 2.51 4 | 3.95 8 | 26.1 7 | 1.79 7 | 19.2 1 | 30.0 1 | 13.4 1 | 17.1 15 | 35.1 8 | 10.3 10 | 4.37 17 | 0.37 13 | 16.4 18 | 17.3 10 | 37.5 8 | 27.1 11 |
| Second-order prior [10] | 9.0 | 1.03 4 | 5.84 4 | 0.51 4 | 3.58 5 | 21.1 5 | 1.72 4 | 8.05 7 | 23.4 7 | 2.98 6 | 3.34 4 | 25.0 6 | 1.60 4 | 26.4 12 | 38.2 10 | 22.3 8 | 21.3 17 | 43.4 17 | 11.9 13 | 8.97 21 | 1.93 19 | 27.0 21 | 14.7 7 | 35.5 6 | 16.8 5 |
| Brox et al. [7] | 9.1 | 1.60 12 | 8.92 13 | 0.84 11 | 5.22 8 | 28.0 9 | 3.69 11 | 11.0 11 | 27.7 11 | 15.3 11 | 5.64 11 | 30.3 13 | 3.24 11 | 26.1 10 | 39.4 12 | 22.4 9 | 11.4 5 | 36.6 9 | 7.86 5 | 0.01 4 | 0.02 4 | 0.00 1 | 16.2 8 | 40.8 13 | 19.1 7 |
| Learning Flow [13] | 10.0 | 1.35 9 | 7.83 10 | 0.56 7 | 4.48 7 | 26.8 8 | 2.43 6 | 9.85 10 | 27.1 10 | 5.06 10 | 6.65 14 | 33.5 15 | 4.13 13 | 29.9 13 | 40.0 13 | 34.1 14 | 12.8 7 | 38.5 11 | 8.86 7 | 0.28 9 | 0.29 11 | 1.13 9 | 17.0 9 | 37.6 9 | 22.8 9 |
| SegOF [12] | 10.6 | 1.62 13 | 9.24 14 | 1.14 14 | 14.8 16 | 38.8 13 | 14.3 16 | 17.8 14 | 33.2 13 | 22.3 12 | 6.57 13 | 27.5 10 | 4.43 14 | 32.5 15 | 41.8 15 | 43.4 18 | 14.1 10 | 38.0 10 | 10.5 11 | 0.00 1 | 0.00 1 | 0.00 1 | 14.0 4 | 33.7 4 | 12.6 2 |
| SPSA-learn [15] | 11.0 | 1.77 14 | 7.72 9 | 0.90 12 | 11.0 12 | 33.2 12 | 9.40 13 | 17.3 13 | 34.2 14 | 22.7 14 | 11.0 15 | 32.2 14 | 10.9 15 | 26.1 10 | 34.9 7 | 31.8 13 | 12.8 7 | 34.2 5 | 11.9 13 | 0.00 1 | 0.03 8 | 0.00 1 | 25.5 15 | 39.4 11 | 39.6 15 |
| GraphCuts [16] | 11.8 | 1.57 11 | 8.32 12 | 0.92 13 | 12.3 13 | 39.3 14 | 8.40 12 | 15.2 12 | 31.3 12 | 23.1 15 | 5.40 10 | 28.8 11 | 2.88 10 | 25.4 8 | 38.0 9 | 21.1 6 | 24.5 19 | 31.1 3 | 14.4 16 | 1.86 16 | 0.02 4 | 7.91 15 | 23.9 13 | 41.6 14 | 37.4 14 |
| GroupFlow [11] | 15.0 | 3.39 16 | 16.8 19 | 1.37 16 | 23.0 18 | 51.6 19 | 21.5 18 | 20.7 15 | 45.1 19 | 22.3 12 | 5.67 12 | 27.3 9 | 3.50 12 | 34.6 17 | 51.5 20 | 22.0 7 | 22.4 18 | 47.9 18 | 25.4 19 | 0.55 11 | 0.47 14 | 1.70 10 | 25.2 14 | 47.9 15 | 33.5 13 |
| Black & Anandan 2 [2] | 15.1 | 3.52 17 | 15.6 18 | 1.68 17 | 14.7 15 | 48.5 17 | 11.1 14 | 22.6 16 | 38.4 15 | 35.2 18 | 21.8 17 | 52.4 17 | 22.0 16 | 36.3 18 | 48.7 17 | 38.8 16 | 13.0 9 | 40.4 13 | 9.28 8 | 0.31 10 | 0.24 10 | 2.86 14 | 34.5 17 | 58.7 18 | 43.6 16 |
| 2D-CLG [3] | 15.4 | 6.98 20 | 23.0 20 | 3.54 19 | 20.1 17 | 40.7 15 | 21.4 17 | 26.6 18 | 44.0 17 | 36.7 19 | 34.7 20 | 55.1 19 | 39.7 20 | 31.1 14 | 41.5 14 | 38.2 15 | 15.0 12 | 42.0 16 | 13.6 15 | 0.02 5 | 0.02 4 | 0.12 5 | 31.7 16 | 51.0 16 | 44.9 17 |
| Horn & Schunck [6] | 15.7 | 3.02 15 | 12.7 15 | 1.15 15 | 14.5 14 | 45.9 16 | 11.1 14 | 22.6 16 | 44.4 18 | 25.2 16 | 21.6 16 | 47.3 16 | 22.5 17 | 34.0 16 | 43.8 16 | 43.1 17 | |||||||||