May 11, 2023, 8:22 a.m. — Public
H. Morimitsu, X. Zhu, X. Ji, and X. Yin. "Recurrent Partial Kernel Network for Efficient Optical Flow Estimation". In The 38th Annual AAAI Conference on Artificial Intelligence (AAAI), 2024.
Code: https://github.com/hmorimitsu/ptlflow/tree/main/ptlflow/models/rpknet
1px total |
1px low-detail |
1px high-detail |
1px matched |
1px unmatched |
1px rigid |
1px non-rigid |
1px not sky |
1px sky |
1px s0-10 |
1px s10-40 |
1px s40+ |
---|---|---|---|---|---|---|---|---|---|---|---|
4.809 | 4.460 | 59.716 | 4.171 | 31.198 | 2.298 | 23.802 | 4.478 | 9.834 | 1.665 | 4.757 | 31.249 |
EPE total |
EPE low-detail |
EPE high-detail |
EPE matched |
EPE unmatched |
EPE rigid |
EPE non-rigid |
EPE not sky |
EPE sky |
EPE s0-10 |
EPE s10-40 |
EPE s40+ |
0.657 | 0.575 | 13.597 | 0.522 | 6.260 | 0.215 | 4.002 | 0.664 | 0.546 | 0.165 | 0.400 | 5.469 |
Fl total |
Fl low-detail |
Fl high-detail |
Fl matched |
Fl unmatched |
Fl rigid |
Fl non-rigid |
Fl not sky |
Fl sky |
Fl s0-10 |
Fl s10-40 |
Fl s40+ |
1.756 | 1.589 | 28.052 | 1.409 | 16.089 | 0.897 | 8.250 | 1.789 | 1.251 | 0.438 | 2.774 | 10.030 |
WAUC total |
WAUC low-detail |
WAUC high-detail |
WAUC matched |
WAUC unmatched |
WAUC rigid |
WAUC non-rigid |
WAUC not sky |
WAUC sky |
WAUC s0-10 |
WAUC s10-40 |
WAUC s40+ |
92.638 | 92.929 | 46.809 | 93.232 | 68.033 | 94.960 | 75.067 | 92.989 | 87.294 | 95.665 | 91.928 | 69.229 |