Homography Estimation on Natural image dataset
0.22REHomoGAN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HomoGANMethod category=Deep learning-based2022.05 | 0.22 | 0.41 | 0.57 | 0.44 | 0.31 | 0.39 | |
| SOSNet + RANSACMethod category=Learned feature-based, Feature detector/descriptor=SOSNet, Outlier rejection=RANSAC2022.05 | 0.29 | 2.42 | 3.71 | 0.77 | 0.59 | 1.56 | |
| BasesHomoMethod category=Deep learning-based2022.05 | 0.29 | 0.54 | 0.65 | 0.61 | 0.41 | 0.5 | |
| SIFT + RANSACMethod category=Traditional feature-based, Feature detector/descriptor=SIFT, Outlier rejection=RANSAC2022.05 | 0.3 | 1.34 | 4.03 | 0.81 | 0.57 | 1.41 | |
| SOSNet + MAGSACMethod category=Learned feature-based, Feature detector/descriptor=SOSNet, Outlier rejection=MAGSAC2022.05 | 0.3 | 3 | 3.66 | 0.87 | 0.49 | 1.67 | |
| SIFT + MAGSACMethod category=Traditional feature-based, Feature detector/descriptor=SIFT, Outlier rejection=MAGSAC2022.05 | 0.31 | 1.72 | 3.39 | 0.8 | 0.47 | 1.34 | |
| LIFT + MAGSACMethod category=Learned feature-based, Feature detector/descriptor=LIFT, Outlier rejection=MAGSAC2022.05 | 0.35 | 1.85 | 0.96 | 0.72 | 0.5 | 0.88 | |
| SuperPoint + SG-MAGMethod category=Learned feature-based, Feature detector/descriptor=SuperPoint, Outlier rejection=SG-MAG2022.05 | 0.36 | 0.79 | 0.7 | 0.71 | 0.7 | 0.63 | |
| LIFT + RANSACMethod category=Learned feature-based, Feature detector/descriptor=LIFT, Outlier rejection=RANSAC2022.05 | 0.4 | 2.01 | 1.14 | 0.77 | 0.68 | 1 | |
| SuperPoint + SG-RANMethod category=Learned feature-based, Feature detector/descriptor=SuperPoint, Outlier rejection=SG-RAN2022.05 | 0.41 | 0.87 | 0.72 | 0.8 | 0.75 | 0.71 | |
| SuperPoint + RANSACMethod category=Learned feature-based, Feature detector/descriptor=SuperPoint, Outlier rejection=RANSAC2022.05 | 0.43 | 0.85 | 0.77 | 0.84 | 0.8 | 0.74 | |
| SuperPoint + MAGSACMethod category=Learned feature-based, Feature detector/descriptor=SuperPoint, Outlier rejection=MAGSAC2022.05 | 0.45 | 0.9 | 0.77 | 0.76 | 0.67 | 0.71 | |
| CA-UnsupervisedMethod category=Deep learning-based2022.05 | 0.73 | 1.01 | 1.03 | 0.92 | 0.7 | 0.88 | |
| BEBLID + RANSACMethod category=Traditional feature-based, Feature detector/descriptor=BEBLID, Outlier rejection=RANSAC2022.05 | 0.78 | 2.83 | 1.38 | 1.04 | 1.33 | 1.47 | |
| UnsupervisedMethod category=Deep learning-based2022.05 | 0.79 | 2.45 | 1.48 | 1.11 | 1.1 | 1.39 | |
| ORB + RANSACMethod category=Traditional feature-based, Feature detector/descriptor=ORB, Outlier rejection=RANSAC2022.05 | 0.85 | 2.59 | 1.67 | 1.1 | 1.24 | 1.48 | |
| BEBLID + MAGSACMethod category=Traditional feature-based, Feature detector/descriptor=BEBLID, Outlier rejection=MAGSAC2022.05 | 0.94 | 3.73 | 3.49 | 1.17 | 1.25 | 2.12 | |
| ORB + MAGSACMethod category=Traditional feature-based, Feature detector/descriptor=ORB, Outlier rejection=MAGSAC2022.05 | 0.97 | 3.34 | 1.58 | 1.15 | 1.4 | 1.69 | |
| SupervisedMethod category=Deep learning-based2022.05 | 1.51 | 4.48 | 2.76 | 2.62 | 3 | 2.87 | |
| I3x3Method category=Identity transformation2022.05 | 7.75 | 7.65 | 7.21 | 7.53 | 3.39 | 6.7 |