| Optical flow evaluation results |
Statistics:
Average
SD
R0.5
R1.0
R2.0
A50
A75
A95
Error type: angle end-point interpolation normalized interpolation |
|
R2.0 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 | |
| DPOF [20] | 4.4 | 0.19 2 | 1.10 2 | 0.03 4 | 2.52 8 | 14.3 7 | 0.84 2 | 1.58 1 | 5.53 1 | 0.46 1 | 1.41 2 | 11.3 2 | 0.36 1 | 9.81 1 | 15.9 1 | 6.37 1 | 12.5 14 | 22.7 3 | 6.80 6 | 0.89 17 | 0.00 1 | 3.20 17 | 7.37 3 | 17.5 1 | 13.9 8 |
| TV-L1-improved [19] | 4.6 | 0.25 5 | 1.46 5 | 0.07 10 | 1.82 2 | 11.1 2 | 1.02 4 | 5.46 7 | 15.0 6 | 1.32 7 | 2.26 11 | 16.4 4 | 0.79 7 | 13.8 3 | 21.5 2 | 11.8 4 | 9.40 5 | 23.6 6 | 6.48 5 | 0.00 1 | 0.00 1 | 0.00 1 | 7.89 4 | 21.3 5 | 10.3 3 |
| Spatially variant [22] | 5.5 | 0.16 1 | 0.95 1 | 0.00 1 | 1.96 3 | 12.6 4 | 1.11 6 | 4.33 4 | 13.0 4 | 1.14 6 | 2.11 5 | 16.7 5 | 0.74 4 | 16.0 7 | 22.3 4 | 18.6 11 | 6.77 3 | 22.8 4 | 5.67 3 | 0.45 15 | 0.00 1 | 1.92 15 | 9.92 8 | 22.4 6 | 15.7 10 |
| JIF-Reg [21] | 5.9 | 0.27 8 | 1.56 8 | 0.07 10 | 2.67 10 | 14.9 8 | 1.19 8 | 3.70 3 | 12.3 3 | 0.84 2 | 2.21 8 | 17.9 10 | 0.78 5 | 15.4 5 | 23.6 8 | 15.1 7 | 5.55 1 | 26.3 10 | 5.00 2 | 0.00 1 | 0.00 1 | 0.00 1 | 9.04 6 | 25.4 9 | 13.5 7 |
| Fusion [8] | 6.3 | 0.24 3 | 1.41 3 | 0.05 6 | 1.13 1 | 8.57 1 | 0.47 1 | 2.45 2 | 8.15 2 | 0.93 4 | 2.12 6 | 18.3 13 | 1.21 12 | 16.2 8 | 23.1 5 | 19.6 12 | 6.72 2 | 18.7 1 | 5.67 3 | 0.07 12 | 0.15 16 | 0.10 11 | 10.4 10 | 24.9 8 | 14.6 9 |
| SegOF [12] | 7.3 | 0.24 3 | 1.41 3 | 0.05 6 | 4.72 12 | 21.4 12 | 3.68 12 | 9.28 13 | 19.5 13 | 4.83 11 | 1.05 1 | 7.42 1 | 0.78 5 | 20.7 15 | 27.1 14 | 28.6 16 | 10.4 8 | 26.0 9 | 7.80 12 | 0.00 1 | 0.00 1 | 0.00 1 | 7.25 2 | 20.0 2 | 7.44 2 |
| Brox et al. [7] | 7.5 | 0.28 9 | 1.68 10 | 0.08 13 | 2.15 4 | 13.9 6 | 1.12 7 | 5.60 9 | 15.0 6 | 6.69 12 | 2.23 9 | 16.8 6 | 0.85 10 | 16.9 10 | 25.3 11 | 16.6 9 | 9.67 6 | 26.5 11 | 6.91 7 | 0.00 1 | 0.00 1 | 0.00 1 | 9.76 7 | 26.1 10 | 12.0 5 |
| F-TV-L1 [17] | 7.8 | 0.46 13 | 2.58 13 | 0.07 10 | 4.05 11 | 16.2 11 | 2.21 11 | 6.59 11 | 15.9 10 | 1.39 8 | 2.35 12 | 17.9 10 | 0.88 11 | 13.7 2 | 21.5 2 | 11.4 3 | 7.53 4 | 21.1 2 | 4.75 1 | 0.03 10 | 0.17 17 | 0.05 10 | 7.15 1 | 20.5 4 | 7.39 1 |
| CBF [14] | 7.9 | 0.26 7 | 1.55 7 | 0.02 3 | 2.39 7 | 12.5 3 | 1.87 10 | 4.68 5 | 13.4 5 | 1.57 9 | 2.15 7 | 17.5 9 | 0.84 9 | 14.7 4 | 23.2 6 | 10.8 2 | 11.6 12 | 24.7 7 | 7.04 8 | 1.70 18 | 0.82 21 | 7.29 18 | 8.11 5 | 20.1 3 | 11.4 4 |
| Dynamic MRF [9] | 8.9 | 0.30 11 | 1.79 11 | 0.04 5 | 2.37 6 | 14.9 8 | 1.09 5 | 4.81 6 | 15.0 6 | 0.86 3 | 2.66 13 | 18.2 12 | 1.25 13 | 17.6 11 | 25.7 12 | 18.1 10 | 10.9 10 | 30.4 17 | 7.45 10 | 0.00 1 | 0.00 1 | 0.00 1 | 15.1 14 | 29.9 15 | 21.9 13 |
| Second-order prior [10] | 9.5 | 0.25 5 | 1.46 5 | 0.05 6 | 2.16 5 | 12.6 4 | 0.95 3 | 5.55 8 | 15.1 9 | 0.93 4 | 2.23 9 | 17.2 8 | 0.79 7 | 16.6 9 | 24.5 10 | 15.1 7 | 16.1 18 | 29.8 16 | 7.62 11 | 3.17 21 | 0.35 19 | 11.0 21 | 10.3 9 | 23.5 7 | 12.4 6 |
| GraphCuts [16] | 9.5 | 0.29 10 | 1.67 9 | 0.16 14 | 6.77 15 | 22.4 14 | 3.81 13 | 7.73 12 | 17.2 11 | 9.04 13 | 1.86 3 | 16.8 6 | 0.46 2 | 15.8 6 | 24.0 9 | 14.1 6 | 20.2 20 | 22.8 4 | 12.5 18 | 0.00 1 | 0.00 1 | 0.00 1 | 13.4 13 | 27.0 11 | 23.4 15 |
| Learning Flow [13] | 11.5 | 0.32 12 | 1.89 12 | 0.01 2 | 2.61 9 | 16.0 10 | 1.21 9 | 6.52 10 | 17.9 12 | 1.65 10 | 4.69 14 | 24.9 15 | 3.14 14 | 20.8 16 | 27.4 16 | 26.9 14 | 10.9 10 | 28.6 14 | 7.90 13 | 0.10 13 | 0.00 1 | 0.64 13 | 13.3 12 | 28.5 14 | 18.1 12 |
| SPSA-learn [15] | 11.7 | 0.86 15 | 3.30 15 | 0.28 17 | 6.02 14 | 22.0 13 | 4.09 14 | 10.6 14 | 21.3 14 | 9.82 15 | 5.83 15 | 22.9 14 | 5.66 15 | 17.9 12 | 23.4 7 | 23.4 13 | 10.2 7 | 25.0 8 | 8.09 14 | 0.00 1 | 0.00 1 | 0.00 1 | 15.9 15 | 28.1 12 | 23.3 14 |
| GroupFlow [11] | 12.4 | 0.56 14 | 3.20 14 | 0.05 6 | 9.79 18 | 32.3 19 | 7.11 18 | 11.4 15 | 24.6 16 | 9.68 14 | 2.01 4 | 16.0 3 | 0.70 3 | 19.8 13 | 29.9 17 | 12.0 5 | 15.2 17 | 32.5 18 | 15.4 19 | 0.33 14 | 0.00 1 | 1.11 14 | 13.2 11 | 28.4 13 | 17.2 11 |
| Black & Anandan 2 [2] | 14.2 | 1.03 16 | 3.72 16 | 0.35 18 | 7.20 16 | 29.7 17 | 4.22 15 | 13.9 17 | 23.9 15 | 18.3 19 | 10.1 16 | 33.9 17 | 9.36 16 | 24.1 18 | 32.2 18 | 28.4 15 | 10.5 9 | 27.1 12 | 7.30 9 | 0.00 1 | 0.00 1 | 0.02 9 | 21.9 17 | 41.1 18 | 29.0 17 |
| 2D-CLG [3] | 14.7 | 1.77 19 | 6.22 20 | 0.51 19 | 5.91 13 | 22.4 14 | 4.54 16 | 16.4 18 | 28.6 20 | 18.1 18 | 17.9 20 | 35.8 18 | 19.9 20 | 20.4 14 | 25.8 13 | 29.3 17 | 12.0 13 | 29.6 15 | 11.4 15 | 0.00 1 | 0.00 1 | 0.00 1 | 17.7 16 | 32.8 16 | 26.2 16 |
| Horn & Schunck [6] | 15.8 | 1.05 17 | 4.22 18 | 0.25 16 | 7.74 17 | 29.1 16 | 5.17 17 | 13.6 16 | 24.6 16 | 10.8 16 | 12.7 17 | 36.1 19 | 12.8 17 | 21.4 17 | 27.3 15 | 30.9 18 | |||||||||