Table 9 Translational RPE RMSE on BONN RGB-D Dataset (m).
From: Scale aware dense dynamic SLAM for monocular, stereo and RGBD cameras
Sequences | Monocular | RGB-D | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ORB-SLAM3 | DynaSLAM | Ours | ORB-SLAM3 | DS-SLAM | DynaSLAM | Ours | ||||||||
Mean | S.D. | Mean | S.D. | Mean | S.D. | Mean | S.D. | Mean | S.D. | Mean | S.D. | Mean | S.D. | |
balloon | 0.5208 | 0.0129 | 0.1211 | - | 0.6053 | 0.0077 | 0.7590 | 0.0291 | 0.7098 | 0.0016 | 0.7053 | 0.0016 | 0.7079 | 0.0026 |
balloon2 | 0.4112 | 0.0097 | 0.1243 | - | 0.5821 | 0.0089 | 0.7503 | 0.0388 | 0.6080 | 0.0030 | 0.6125 | 0.0008 | 0.6101 | 0.0015 |
balloon_tracking | 0.9187 | 0.0173 | 0.8836 | 0.0330 | 1.1648 | 0.0137 | 1.1310 | 0.0024 | 1.1192 | 0.0034 | 1.1067 | 0.0034 | 1.1192 | 0.0026 |
balloon_tracking2 | 0.7981 | 0.0434 | 0.7336 | 0.2436 | 1.2966 | 0.0243 | 1.1407 | 0.0425 | 1.1182 | 0.0030 | 1.0553 | 0.0134 | 1.1301 | 0.0045 |
crowd | 0.2193 | 0.0106 | 0.2033 | 0.0584 | 0.3580 | 0.0008 | 1.3622 | 0.5885 | 0.4843 | 0.0648 | 0.3062 | 0.0008 | 0.3538 | 0.0012 |
crowd2 | 0.1180 | 0.0477 | 0.0777 | 0.0023 | 0.2715 | 0.0077 | 1.6967 | 0.3160 | 0.3852 | 0.1358 | 0.2144 | 0.0024 | 0.4049 | 0.0736 |
crowd3 | 0.1551 | 0.0252 | 0.1784 | - | 0.2993 | 0.0043 | 1.3202 | 0.0419 | 0.2282 | 0.0089 | 0.2286 | 0.0010 | 0.2264 | 0.0014 |
kidnapping_box | 1.0583 | 0.0153 | 1.0951 | 0.0487 | 1.4685 | 0.0143 | 1.2836 | 0.0030 | 1.2839 | 0.0019 | 1.2830 | 0.0012 | 1.2812 | 0.0017 |
kidnapping_box2 | 1.2420 | 0.0129 | 1.0134 | 0.3456 | 1.5089 | 0.0411 | 1.4328 | 0.0008 | 1.4332 | 0.0023 | 1.4319 | 0.0025 | 1.4316 | 0.0013 |
moving_no_box | 0.7313 | 0.0739 | 0.7997 | 0.0356 | 1.7143 | 0.0143 | 1.3627 | 0.0573 | 1.5677 | 0.0793 | 1.0999 | 0.0007 | 1.4092 | 0.0424 |
moving_no_box2 | 1.2524 | 0.0179 | 1.0762 | 0.3669 | 1.5638 | 0.0207 | 1.6447 | 0.0056 | 1.6407 | 0.0021 | 1.6393 | 0.0039 | 1.6356 | 0.0024 |
moving_o_box | 0.6523 | 0.1080 | 0.5759 | 0.2606 | 1.8810 | 0.0328 | 1.9148 | 0.0378 | 1.8810 | 0.0328 | 9.3058 | 18.1396 | 1.781 | 0.0236 |
moving_o_box2 | 0.4976 | 0.2405 | 0.7339 | 0.1179 | 1.5682 | 0.0122 | 2.1787 | 0.1321 | 9.8254 | 18.4637 | 1.3400 | 0.0066 | 2.0982 | 0.1227 |
person_tracking | 0.5727 | 0.0585 | 0.5088 | 0.4417 | 1.3836 | 0.0069 | 1.9588 | 0.0339 | 1.3878 | 0.0033 | 1.3762 | 0.0122 | 1.3744 | 0.0020 |
person_tracking2 | 0.8741 | 0.1795 | 0.5490 | 0.1049 | 1.7517 | 0.0043 | 1.7080 | 0.0395 | 1.5624 | 0.0057 | 1.5714 | 0.0177 | 1.5603 | 0.0037 |
placing_no_box | 0.3045 | 0.0036 | 0.2202 | 0.1151 | 1.2946 | 0.0543 | 1.4375 | 0.0321 | 1.4491 | 0.0504 | 0.6130 | 0.1224 | 1.2949 | 0.0947 |
placing_no_box2 | 0.3169 | 0.0140 | 0.2095 | 0.0480 | 0.5062 | 0.0206 | 0.3656 | 0.0053 | 0.3582 | 0.0012 | 0.3565 | 0.0022 | 0.3526 | 0.0018 |
placing_no_box3 | 0.4444 | 0.0190 | 0.4051 | 0.0386 | 0.5490 | 0.0142 | 0.6629 | 0.0823 | 0.6969 | 0.0286 | 0.5892 | 0.0099 | 0.5941 | 0.0046 |
placing_o_box | 0.4079 | 0.0116 | 0.4103 | 0.0504 | 0.6337 | 0.0280 | 0.9936 | 0.0574 | 1.0447 | 0.0506 | 0.4142 | 0.0033 | 0.8686 | 0.0391 |
removing_no_box | 0.2196 | 0.0057 | 0.2100 | 0.0136 | 0.2725 | 0.0059 | 0.2714 | 0.0004 | 0.2717 | 0.0007 | 0.2705 | 0.0002 | 0.2700 | 0.0006 |
removing_no_box2 | 0.3383 | 0.0113 | 0.3407 | 0.0142 | 0.4569 | 0.0091 | 0.4761 | 0.0012 | 0.4763 | 0.0021 | 0.4748 | 0.0018 | 0.4740 | 0.0014 |
removing_o_box | 0.5870 | 0.0250 | 0.6145 | 0.0103 | 0.8470 | 0.0240 | 1.0999 | 0.0514 | 0.9987 | 0.0098 | 1.0172 | 0.0687 | 0.9581 | 0.0092 |
synchronous | 0.1280 | 0.0830 | - | - | 0.0296 | 0.0023 | 1.4946 | 0.0254 | 0.0915 | 0.0463 | 0.0258 | 0.0007 | 0.0399 | 0.0021 |
synchronous2 | 0.0699 | 0.0020 | 0.0614 | 0.0059 | 0.1010 | 0.0028 | 1.6597 | 0.0458 | 0.1164 | 0.0091 | 0.0852 | 0.0008 | 0.0864 | 0.0017 |