Homography Estimation on Our Dataset
12.75REI3x3
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| I3x3Description=Identity Matrix / No-warping2019.09 | 12.75 | 37.83 | 36.68 | 48.46 | 48.24 | 38.76 | |
| SupervisedType=DNN-based, Learning Paradigm=Supervised2019.09 | 16.17 | 42.76 | 40.73 | 64.3 | 61.29 | 40.89 | |
| ORB + MAGSACType=Feature-based, Feature Extractor=ORB, Outlier Rejection Strategy=MAGSAC2019.09 | 83.55 | 75.15 | 80.77 | 81.25 | 79.8 | 79.7 | |
| ORB + RANSACType=Feature-based, Feature Extractor=ORB, Outlier Rejection Strategy=RANSAC2019.09 | 85.31 | 77.21 | 81.44 | 83.55 | 79.7 | 81 | |
| UnsupervisedType=DNN-based, Learning Paradigm=Unsupervised2019.09 | 85.57 | 71.41 | 79.45 | 82.52 | 83.65 | 79.8 | |
| Content-Aware Unsupervised Deep Homography EstimationType=DNN-based, Learning Paradigm=Unsupervised2019.09 | 86.12 | 83.58 | 83.63 | 85.23 | 87.36 | 85.1 | |
| LIFT + RANSACType=Feature-based, Feature Extractor=LIFT, Outlier Rejection Strategy=RANSAC2019.09 | 86.5 | 72.58 | 80.89 | 83.22 | 83.42 | 80.63 | |
| SIFT + MAGSACType=Feature-based, Feature Extractor=SIFT, Outlier Rejection Strategy=MAGSAC2019.09 | 86.7 | 82.48 | 80.67 | 83.69 | 85.9 | 83.88 | |
| SOSNet + MAGSACType=Feature-based, Feature Extractor=SOSNet, Outlier Rejection Strategy=MAGSAC2019.09 | 86.93 | 81.81 | 80.63 | 83.29 | 85.84 | 83.69 | |
| SIFT + RANSACType=Feature-based, Feature Extractor=SIFT, Outlier Rejection Strategy=RANSAC2019.09 | 86.95 | 81.98 | 80.79 | 84.17 | 85.36 | 83.77 | |
| SOSNet + RANSACType=Feature-based, Feature Extractor=SOSNet, Outlier Rejection Strategy=RANSAC2019.09 | 87.03 | 81.44 | 80.69 | 84.1 | 85.48 | 83.63 | |
| LIFT + MAGSACType=Feature-based, Feature Extractor=LIFT, Outlier Rejection Strategy=MAGSAC2019.09 | 87.04 | 74.53 | 82.09 | 83.84 | 85.61 | 82.03 |