Homography Estimation on Author's Dataset 1.0 (test)
1.71Residual Error (RE)SIFT + RANSAC
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SIFT + RANSACFeature Extractor=SIFT, Robust Estimator=RANSAC, Method Type=Feature-based2019.09 | 1.71 | 3.21 | 1.79 | 1.92 | 3.2 | 2.56 | |
| SOSNet + RANSACFeature Extractor=SOSNet, Robust Estimator=RANSAC, Method Type=Feature-based2019.09 | 1.73 | 2.56 | 1.73 | 2.92 | 1.92 | 2.1 | |
| SOSNet + MAGSACFeature Extractor=SOSNet, Robust Estimator=MAGSAC, Method Type=Feature-based2019.09 | 1.73 | 1.82 | 1.79 | 2.1 | 2.07 | 1.92 | |
| Content-Aware Unsupervised Deep Homography EstimationMethod Type=DNN-based, Learning Paradigm=Unsupervised2019.09 | 1.81 | 1.9 | 1.94 | 1.75 | 1.72 | 1.82 | |
| LIFT + RANSACFeature Extractor=LIFT, Robust Estimator=RANSAC, Method Type=Feature-based2019.09 | 1.82 | 2.25 | 1.82 | 3.04 | 2 | 2.14 | |
| LIFT + MAGSACFeature Extractor=LIFT, Robust Estimator=MAGSAC, Method Type=Feature-based2019.09 | 1.84 | 1.72 | 1.92 | 2.14 | 2.29 | 2 | |
| SIFT + MAGSACFeature Extractor=SIFT, Robust Estimator=MAGSAC, Method Type=Feature-based2019.09 | 1.85 | 2.27 | 1.76 | 2.25 | 3.76 | 2.29 | |
| UnsupervisedLearning Paradigm=Unsupervised, Method Type=DNN-based2019.09 | 1.88 | 1.82 | 1.84 | 1.88 | 2.58 | 2.14 | |
| ORB + RANSACFeature Extractor=ORB, Robust Estimator=RANSAC, Method Type=Feature-based2019.09 | 2.02 | 1.93 | 3.04 | 2.83 | 5.18 | 3.02 | |
| ORB + MAGSACFeature Extractor=ORB, Robust Estimator=MAGSAC, Method Type=Feature-based2019.09 | 3.15 | 1.97 | 2.14 | 1.76 | 2.56 | 2.49 | |
| SupervisedLearning Paradigm=Supervised, Method Type=DNN-based2019.09 | 7.53 | 4.29 | 4.46 | 4.97 | 4.91 | 5.14 | |
| Identity Matrix (No-warping)Mode=No-warping2019.09 | 7.88 | 7.12 | 7.41 | 6.86 | 8.11 | 7.83 |