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a/mcd_cluster_preview_ntu_day01_sgpr100/vis/preview_cloud_0053_xz.png b/mcd_cluster_preview_ntu_day01_sgpr100/vis/preview_cloud_0053_xz.png new file mode 100644 index 0000000000000000000000000000000000000000..6a6f6de197927e33ae616b47c46ef3fd55ff4dfa --- /dev/null +++ b/mcd_cluster_preview_ntu_day01_sgpr100/vis/preview_cloud_0053_xz.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5342cdbadfd0560c082263be1f389f71c6d1e10482723f9eb45038da86317f93 +size 42806 diff --git a/tgfz7_ablation_runs/exp2_all_ms058/ntu_day_01/preview_summary.txt b/tgfz7_ablation_runs/exp2_all_ms058/ntu_day_01/preview_summary.txt new file mode 100644 index 0000000000000000000000000000000000000000..6315967c9682149d2438b10ce6b09463dac1aef3 --- /dev/null +++ b/tgfz7_ablation_runs/exp2_all_ms058/ntu_day_01/preview_summary.txt @@ -0,0 +1,6017 @@ +MCD keypoint clustering +cluster_preset=sgpr_sk_rich +sequence=ntu_day_01 frames=6009 +out_dir=/home/data/CYD/data/MCD/tgfz7_ablation_runs/exp2_all_ms058/ntu_day_01 +sgpr_sk_rich + MCD **raw** 0–28 + policy '/home/data/CYD/project/learn/OpenPloc-main_cyd/OpenPloc-main/datasets/mcd/label_map.yaml': n_raw_classes=22; yaml min_samples small/large/sparse=10/30/4 → raw_ms_mult=0.58 (floors 7/14/3 after scale); SGPR eps x 0.36 (floor 0.07 m) + +Total keypoint rows (sum over frames): 325338 +Per-frame: + cloud_0011: n_keypoints=58 + cloud_0012: n_keypoints=45 + cloud_0013: n_keypoints=52 + cloud_0014: n_keypoints=61 + cloud_0015: n_keypoints=50 + cloud_0016: n_keypoints=60 + cloud_0017: n_keypoints=49 + cloud_0018: n_keypoints=61 + cloud_0019: n_keypoints=60 + cloud_0020: n_keypoints=45 + cloud_0021: n_keypoints=54 + cloud_0022: n_keypoints=55 + cloud_0023: n_keypoints=55 + cloud_0024: n_keypoints=53 + cloud_0025: n_keypoints=48 + cloud_0026: n_keypoints=64 + cloud_0027: n_keypoints=49 + cloud_0028: n_keypoints=52 + cloud_0029: n_keypoints=52 + cloud_0030: n_keypoints=52 + cloud_0031: n_keypoints=61 + cloud_0032: n_keypoints=53 + cloud_0033: n_keypoints=55 + cloud_0034: n_keypoints=59 + cloud_0035: n_keypoints=49 + cloud_0036: n_keypoints=55 + cloud_0037: n_keypoints=47 + cloud_0038: n_keypoints=53 + cloud_0039: n_keypoints=53 + cloud_0040: n_keypoints=49 + cloud_0041: n_keypoints=48 + cloud_0042: n_keypoints=55 + cloud_0043: n_keypoints=51 + cloud_0044: n_keypoints=49 + cloud_0045: n_keypoints=61 + cloud_0046: n_keypoints=44 + cloud_0047: n_keypoints=56 + cloud_0048: n_keypoints=53 + cloud_0049: n_keypoints=66 + cloud_0050: n_keypoints=56 + cloud_0051: n_keypoints=54 + cloud_0052: n_keypoints=52 + cloud_0053: n_keypoints=46 + cloud_0054: n_keypoints=49 + cloud_0055: n_keypoints=54 + cloud_0056: n_keypoints=50 + cloud_0057: n_keypoints=43 + cloud_0058: n_keypoints=52 + cloud_0059: n_keypoints=35 + cloud_0060: n_keypoints=41 + cloud_0061: n_keypoints=38 + cloud_0062: n_keypoints=41 + cloud_0063: n_keypoints=50 + cloud_0064: n_keypoints=58 + cloud_0065: n_keypoints=60 + cloud_0066: n_keypoints=61 + cloud_0067: n_keypoints=72 + cloud_0068: n_keypoints=81 + cloud_0069: n_keypoints=77 + cloud_0070: n_keypoints=62 + cloud_0071: n_keypoints=71 + cloud_0072: n_keypoints=77 + cloud_0073: n_keypoints=90 + cloud_0074: n_keypoints=73 + cloud_0075: n_keypoints=94 + cloud_0076: n_keypoints=79 + cloud_0077: n_keypoints=70 + cloud_0078: n_keypoints=65 + cloud_0079: n_keypoints=62 + cloud_0080: n_keypoints=65 + cloud_0081: n_keypoints=69 + cloud_0082: n_keypoints=68 + cloud_0083: n_keypoints=67 + cloud_0084: n_keypoints=71 + cloud_0085: n_keypoints=65 + cloud_0086: n_keypoints=59 + cloud_0087: n_keypoints=73 + cloud_0088: n_keypoints=60 + cloud_0089: n_keypoints=69 + cloud_0090: n_keypoints=66 + cloud_0091: n_keypoints=56 + cloud_0092: n_keypoints=68 + cloud_0093: n_keypoints=57 + cloud_0094: n_keypoints=56 + cloud_0095: n_keypoints=61 + cloud_0096: n_keypoints=45 + cloud_0097: n_keypoints=57 + cloud_0098: n_keypoints=49 + cloud_0099: n_keypoints=36 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cloud_0134: n_keypoints=91 + cloud_0135: n_keypoints=89 + cloud_0136: n_keypoints=84 + cloud_0137: n_keypoints=62 + cloud_0138: n_keypoints=85 + cloud_0139: n_keypoints=87 + cloud_0140: n_keypoints=85 + cloud_0141: n_keypoints=80 + cloud_0142: n_keypoints=75 + cloud_0143: n_keypoints=90 + cloud_0144: n_keypoints=75 + cloud_0145: n_keypoints=76 + cloud_0146: n_keypoints=81 + cloud_0147: n_keypoints=71 + cloud_0148: n_keypoints=72 + cloud_0149: n_keypoints=70 + cloud_0150: n_keypoints=69 + cloud_0151: n_keypoints=83 + cloud_0152: n_keypoints=83 + cloud_0153: n_keypoints=75 + cloud_0154: n_keypoints=69 + cloud_0155: n_keypoints=72 + cloud_0156: n_keypoints=78 + cloud_0157: n_keypoints=74 + cloud_0158: n_keypoints=76 + cloud_0159: n_keypoints=61 + cloud_0160: n_keypoints=59 + cloud_0161: n_keypoints=70 + cloud_0162: n_keypoints=60 + cloud_0163: n_keypoints=58 + cloud_0164: n_keypoints=53 + cloud_0165: n_keypoints=60 + cloud_0166: n_keypoints=62 + cloud_0167: n_keypoints=57 + cloud_0168: n_keypoints=56 + cloud_0169: n_keypoints=65 + cloud_0170: n_keypoints=63 + cloud_0171: n_keypoints=62 + cloud_0172: n_keypoints=59 + cloud_0173: n_keypoints=59 + cloud_0174: n_keypoints=54 + cloud_0175: n_keypoints=59 + cloud_0176: n_keypoints=55 + cloud_0177: n_keypoints=67 + cloud_0178: n_keypoints=57 + cloud_0179: n_keypoints=61 + cloud_0180: n_keypoints=55 + cloud_0181: n_keypoints=65 + cloud_0182: n_keypoints=55 + cloud_0183: n_keypoints=68 + cloud_0184: n_keypoints=69 + cloud_0185: n_keypoints=61 + cloud_0186: n_keypoints=59 + cloud_0187: n_keypoints=61 + cloud_0188: n_keypoints=60 + cloud_0189: n_keypoints=57 + cloud_0190: n_keypoints=61 + cloud_0191: n_keypoints=58 + cloud_0192: n_keypoints=69 + cloud_0193: n_keypoints=66 + cloud_0194: n_keypoints=63 + cloud_0195: n_keypoints=61 + cloud_0196: n_keypoints=56 + cloud_0197: n_keypoints=61 + cloud_0198: n_keypoints=61 + cloud_0199: n_keypoints=59 + cloud_0200: n_keypoints=51 + cloud_0201: n_keypoints=49 + cloud_0202: n_keypoints=61 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n_keypoints=47 + cloud_0307: n_keypoints=47 + cloud_0308: n_keypoints=54 + cloud_0309: n_keypoints=45 + cloud_0310: n_keypoints=46 + cloud_0311: n_keypoints=37 + cloud_0312: n_keypoints=35 + cloud_0313: n_keypoints=37 + cloud_0314: n_keypoints=30 + cloud_0315: n_keypoints=33 + cloud_0316: n_keypoints=30 + cloud_0317: n_keypoints=27 + cloud_0318: n_keypoints=19 + cloud_0319: n_keypoints=22 + cloud_0320: n_keypoints=34 + cloud_0321: n_keypoints=37 + cloud_0322: n_keypoints=35 + cloud_0323: n_keypoints=37 + cloud_0324: n_keypoints=42 + cloud_0325: n_keypoints=26 + cloud_0326: n_keypoints=35 + cloud_0327: n_keypoints=33 + cloud_0328: n_keypoints=25 + cloud_0329: n_keypoints=32 + cloud_0330: n_keypoints=26 + cloud_0331: n_keypoints=28 + cloud_0332: n_keypoints=33 + cloud_0333: n_keypoints=28 + cloud_0334: n_keypoints=33 + cloud_0335: n_keypoints=35 + cloud_0336: n_keypoints=38 + cloud_0337: n_keypoints=38 + cloud_0338: n_keypoints=40 + cloud_0339: n_keypoints=34 + cloud_0340: n_keypoints=41 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n_keypoints=53 + cloud_0514: n_keypoints=43 + cloud_0515: n_keypoints=59 + cloud_0516: n_keypoints=50 + cloud_0517: n_keypoints=49 + cloud_0518: n_keypoints=58 + cloud_0519: n_keypoints=54 + cloud_0520: n_keypoints=58 + cloud_0521: n_keypoints=67 + cloud_0522: n_keypoints=56 + cloud_0523: n_keypoints=51 + cloud_0524: n_keypoints=48 + cloud_0525: n_keypoints=54 + cloud_0526: n_keypoints=43 + cloud_0527: n_keypoints=38 + cloud_0528: n_keypoints=32 + cloud_0529: n_keypoints=39 + cloud_0530: n_keypoints=43 + cloud_0531: n_keypoints=49 + cloud_0532: n_keypoints=46 + cloud_0533: n_keypoints=67 + cloud_0534: n_keypoints=60 + cloud_0535: n_keypoints=55 + cloud_0536: n_keypoints=57 + cloud_0537: n_keypoints=58 + cloud_0538: n_keypoints=67 + cloud_0539: n_keypoints=48 + cloud_0540: n_keypoints=54 + cloud_0541: n_keypoints=43 + cloud_0542: n_keypoints=51 + cloud_0543: n_keypoints=55 + cloud_0544: n_keypoints=45 + cloud_0545: n_keypoints=52 + cloud_0546: n_keypoints=46 + cloud_0547: n_keypoints=45 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n_keypoints=52 + cloud_0583: n_keypoints=46 + cloud_0584: n_keypoints=45 + cloud_0585: n_keypoints=47 + cloud_0586: n_keypoints=42 + cloud_0587: n_keypoints=36 + cloud_0588: n_keypoints=39 + cloud_0589: n_keypoints=35 + cloud_0590: n_keypoints=29 + cloud_0591: n_keypoints=36 + cloud_0592: n_keypoints=30 + cloud_0593: n_keypoints=32 + cloud_0594: n_keypoints=22 + cloud_0595: n_keypoints=25 + cloud_0596: n_keypoints=28 + cloud_0597: n_keypoints=29 + cloud_0598: n_keypoints=30 + cloud_0599: n_keypoints=33 + cloud_0600: n_keypoints=38 + cloud_0601: n_keypoints=35 + cloud_0602: n_keypoints=40 + cloud_0603: n_keypoints=41 + cloud_0604: n_keypoints=34 + cloud_0605: n_keypoints=41 + cloud_0606: n_keypoints=26 + cloud_0607: n_keypoints=28 + cloud_0608: n_keypoints=28 + cloud_0609: n_keypoints=26 + cloud_0610: n_keypoints=25 + cloud_0611: n_keypoints=25 + cloud_0612: n_keypoints=28 + cloud_0613: n_keypoints=35 + cloud_0614: n_keypoints=36 + cloud_0615: n_keypoints=35 + cloud_0616: n_keypoints=37 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n_keypoints=39 + cloud_0652: n_keypoints=40 + cloud_0653: n_keypoints=33 + cloud_0654: n_keypoints=36 + cloud_0655: n_keypoints=35 + cloud_0656: n_keypoints=34 + cloud_0657: n_keypoints=30 + cloud_0658: n_keypoints=22 + cloud_0659: n_keypoints=35 + cloud_0660: n_keypoints=29 + cloud_0661: n_keypoints=35 + cloud_0662: n_keypoints=35 + cloud_0663: n_keypoints=34 + cloud_0664: n_keypoints=37 + cloud_0665: n_keypoints=34 + cloud_0666: n_keypoints=32 + cloud_0667: n_keypoints=24 + cloud_0668: n_keypoints=28 + cloud_0669: n_keypoints=23 + cloud_0670: n_keypoints=21 + cloud_0671: n_keypoints=25 + cloud_0672: n_keypoints=25 + cloud_0673: n_keypoints=19 + cloud_0674: n_keypoints=21 + cloud_0675: n_keypoints=24 + cloud_0676: n_keypoints=21 + cloud_0677: n_keypoints=20 + cloud_0678: n_keypoints=21 + cloud_0679: n_keypoints=19 + cloud_0680: n_keypoints=25 + cloud_0681: n_keypoints=21 + cloud_0682: n_keypoints=23 + cloud_0683: n_keypoints=30 + cloud_0684: n_keypoints=26 + cloud_0685: n_keypoints=27 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n_keypoints=27 + cloud_0721: n_keypoints=24 + cloud_0722: n_keypoints=26 + cloud_0723: n_keypoints=26 + cloud_0724: n_keypoints=28 + cloud_0725: n_keypoints=22 + cloud_0726: n_keypoints=25 + cloud_0727: n_keypoints=27 + cloud_0728: n_keypoints=21 + cloud_0729: n_keypoints=17 + cloud_0730: n_keypoints=23 + cloud_0731: n_keypoints=24 + cloud_0732: n_keypoints=37 + cloud_0733: n_keypoints=38 + cloud_0734: n_keypoints=29 + cloud_0735: n_keypoints=37 + cloud_0736: n_keypoints=42 + cloud_0737: n_keypoints=44 + cloud_0738: n_keypoints=36 + cloud_0739: n_keypoints=47 + cloud_0740: n_keypoints=30 + cloud_0741: n_keypoints=47 + cloud_0742: n_keypoints=39 + cloud_0743: n_keypoints=50 + cloud_0744: n_keypoints=63 + cloud_0745: n_keypoints=40 + cloud_0746: n_keypoints=44 + cloud_0747: n_keypoints=56 + cloud_0748: n_keypoints=46 + cloud_0749: n_keypoints=47 + cloud_0750: n_keypoints=48 + cloud_0751: n_keypoints=46 + cloud_0752: n_keypoints=45 + cloud_0753: n_keypoints=44 + cloud_0754: n_keypoints=52 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n_keypoints=63 + cloud_0790: n_keypoints=57 + cloud_0791: n_keypoints=57 + cloud_0792: n_keypoints=46 + cloud_0793: n_keypoints=51 + cloud_0794: n_keypoints=39 + cloud_0795: n_keypoints=35 + cloud_0796: n_keypoints=39 + cloud_0797: n_keypoints=39 + cloud_0798: n_keypoints=40 + cloud_0799: n_keypoints=37 + cloud_0800: n_keypoints=40 + cloud_0801: n_keypoints=40 + cloud_0802: n_keypoints=30 + cloud_0803: n_keypoints=35 + cloud_0804: n_keypoints=28 + cloud_0805: n_keypoints=24 + cloud_0806: n_keypoints=32 + cloud_0807: n_keypoints=21 + cloud_0808: n_keypoints=25 + cloud_0809: n_keypoints=30 + cloud_0810: n_keypoints=21 + cloud_0811: n_keypoints=27 + cloud_0812: n_keypoints=32 + cloud_0813: n_keypoints=27 + cloud_0814: n_keypoints=26 + cloud_0815: n_keypoints=27 + cloud_0816: n_keypoints=29 + cloud_0817: n_keypoints=33 + cloud_0818: n_keypoints=35 + cloud_0819: n_keypoints=36 + cloud_0820: n_keypoints=34 + cloud_0821: n_keypoints=43 + cloud_0822: n_keypoints=30 + cloud_0823: n_keypoints=37 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n_keypoints=49 + cloud_0859: n_keypoints=48 + cloud_0860: n_keypoints=44 + cloud_0861: n_keypoints=53 + cloud_0862: n_keypoints=49 + cloud_0863: n_keypoints=52 + cloud_0864: n_keypoints=51 + cloud_0865: n_keypoints=52 + cloud_0866: n_keypoints=51 + cloud_0867: n_keypoints=53 + cloud_0868: n_keypoints=46 + cloud_0869: n_keypoints=49 + cloud_0870: n_keypoints=48 + cloud_0871: n_keypoints=43 + cloud_0872: n_keypoints=57 + cloud_0873: n_keypoints=52 + cloud_0874: n_keypoints=53 + cloud_0875: n_keypoints=49 + cloud_0876: n_keypoints=43 + cloud_0877: n_keypoints=53 + cloud_0878: n_keypoints=51 + cloud_0879: n_keypoints=47 + cloud_0880: n_keypoints=58 + cloud_0881: n_keypoints=42 + cloud_0882: n_keypoints=51 + cloud_0883: n_keypoints=53 + cloud_0884: n_keypoints=51 + cloud_0885: n_keypoints=63 + cloud_0886: n_keypoints=48 + cloud_0887: n_keypoints=58 + cloud_0888: n_keypoints=51 + cloud_0889: n_keypoints=50 + cloud_0890: n_keypoints=51 + cloud_0891: n_keypoints=40 + cloud_0892: n_keypoints=44 + cloud_0893: n_keypoints=48 + cloud_0894: n_keypoints=50 + cloud_0895: n_keypoints=46 + cloud_0896: n_keypoints=43 + cloud_0897: n_keypoints=39 + cloud_0898: n_keypoints=45 + cloud_0899: n_keypoints=46 + cloud_0900: n_keypoints=49 + cloud_0901: n_keypoints=52 + cloud_0902: n_keypoints=48 + cloud_0903: n_keypoints=46 + cloud_0904: n_keypoints=65 + cloud_0905: n_keypoints=64 + cloud_0906: n_keypoints=69 + cloud_0907: n_keypoints=65 + cloud_0908: n_keypoints=69 + cloud_0909: n_keypoints=79 + cloud_0910: n_keypoints=59 + cloud_0911: n_keypoints=70 + cloud_0912: n_keypoints=66 + cloud_0913: n_keypoints=65 + cloud_0914: n_keypoints=65 + cloud_0915: n_keypoints=78 + cloud_0916: n_keypoints=68 + cloud_0917: n_keypoints=78 + cloud_0918: n_keypoints=77 + cloud_0919: n_keypoints=72 + cloud_0920: n_keypoints=73 + cloud_0921: n_keypoints=74 + cloud_0922: n_keypoints=92 + cloud_0923: n_keypoints=81 + cloud_0924: n_keypoints=91 + cloud_0925: n_keypoints=96 + cloud_0926: n_keypoints=114 + cloud_0927: n_keypoints=92 + cloud_0928: n_keypoints=77 + cloud_0929: n_keypoints=109 + cloud_0930: n_keypoints=90 + cloud_0931: n_keypoints=83 + cloud_0932: n_keypoints=86 + cloud_0933: n_keypoints=78 + cloud_0934: n_keypoints=73 + cloud_0935: n_keypoints=84 + cloud_0936: n_keypoints=77 + cloud_0937: n_keypoints=97 + cloud_0938: n_keypoints=78 + cloud_0939: n_keypoints=93 + cloud_0940: n_keypoints=91 + cloud_0941: n_keypoints=96 + cloud_0942: n_keypoints=90 + cloud_0943: n_keypoints=76 + cloud_0944: n_keypoints=78 + cloud_0945: n_keypoints=84 + cloud_0946: n_keypoints=72 + cloud_0947: n_keypoints=83 + cloud_0948: n_keypoints=71 + cloud_0949: n_keypoints=74 + cloud_0950: n_keypoints=77 + cloud_0951: n_keypoints=77 + cloud_0952: n_keypoints=68 + cloud_0953: n_keypoints=68 + cloud_0954: n_keypoints=76 + cloud_0955: n_keypoints=56 + cloud_0956: n_keypoints=55 + cloud_0957: n_keypoints=61 + cloud_0958: n_keypoints=61 + cloud_0959: n_keypoints=68 + cloud_0960: n_keypoints=59 + cloud_0961: n_keypoints=70 + cloud_0962: n_keypoints=58 + cloud_0963: n_keypoints=66 + cloud_0964: n_keypoints=67 + cloud_0965: n_keypoints=64 + cloud_0966: n_keypoints=74 + cloud_0967: n_keypoints=70 + cloud_0968: n_keypoints=71 + cloud_0969: n_keypoints=71 + cloud_0970: n_keypoints=68 + cloud_0971: n_keypoints=63 + cloud_0972: n_keypoints=60 + cloud_0973: n_keypoints=60 + cloud_0974: n_keypoints=60 + cloud_0975: n_keypoints=67 + cloud_0976: n_keypoints=50 + cloud_0977: n_keypoints=71 + cloud_0978: n_keypoints=75 + cloud_0979: n_keypoints=71 + cloud_0980: n_keypoints=75 + cloud_0981: n_keypoints=76 + cloud_0982: n_keypoints=71 + cloud_0983: n_keypoints=75 + cloud_0984: n_keypoints=70 + cloud_0985: n_keypoints=78 + cloud_0986: n_keypoints=65 + cloud_0987: n_keypoints=71 + cloud_0988: n_keypoints=75 + cloud_0989: n_keypoints=68 + cloud_0990: n_keypoints=77 + cloud_0991: n_keypoints=69 + cloud_0992: n_keypoints=83 + cloud_0993: n_keypoints=81 + cloud_0994: n_keypoints=67 + cloud_0995: n_keypoints=74 + cloud_0996: n_keypoints=63 + cloud_0997: n_keypoints=68 + cloud_0998: n_keypoints=60 + cloud_0999: n_keypoints=61 + cloud_1000: n_keypoints=72 + cloud_1001: n_keypoints=63 + cloud_1002: n_keypoints=68 + cloud_1003: n_keypoints=53 + cloud_1004: n_keypoints=60 + cloud_1005: n_keypoints=57 + cloud_1006: n_keypoints=58 + cloud_1007: n_keypoints=65 + cloud_1008: n_keypoints=54 + cloud_1009: n_keypoints=50 + cloud_1010: n_keypoints=46 + cloud_1011: n_keypoints=43 + cloud_1012: n_keypoints=43 + cloud_1013: n_keypoints=45 + cloud_1014: n_keypoints=40 + cloud_1015: n_keypoints=36 + cloud_1016: n_keypoints=33 + cloud_1017: n_keypoints=34 + cloud_1018: n_keypoints=44 + cloud_1019: n_keypoints=37 + cloud_1020: n_keypoints=42 + cloud_1021: n_keypoints=60 + cloud_1022: n_keypoints=46 + cloud_1023: n_keypoints=57 + cloud_1024: n_keypoints=66 + cloud_1025: n_keypoints=71 + cloud_1026: n_keypoints=73 + cloud_1027: n_keypoints=61 + cloud_1028: n_keypoints=77 + cloud_1029: n_keypoints=65 + cloud_1030: n_keypoints=68 + cloud_1031: n_keypoints=80 + cloud_1032: n_keypoints=67 + cloud_1033: n_keypoints=72 + cloud_1034: n_keypoints=64 + cloud_1035: n_keypoints=68 + cloud_1036: n_keypoints=60 + cloud_1037: n_keypoints=66 + cloud_1038: n_keypoints=57 + cloud_1039: n_keypoints=63 + cloud_1040: n_keypoints=63 + cloud_1041: n_keypoints=58 + cloud_1042: n_keypoints=49 + cloud_1043: n_keypoints=57 + cloud_1044: n_keypoints=64 + cloud_1045: n_keypoints=64 + cloud_1046: n_keypoints=67 + cloud_1047: n_keypoints=56 + cloud_1048: n_keypoints=81 + cloud_1049: n_keypoints=60 + cloud_1050: n_keypoints=60 + cloud_1051: n_keypoints=62 + cloud_1052: n_keypoints=63 + cloud_1053: n_keypoints=62 + cloud_1054: n_keypoints=59 + cloud_1055: n_keypoints=66 + cloud_1056: n_keypoints=60 + cloud_1057: n_keypoints=62 + cloud_1058: n_keypoints=61 + cloud_1059: n_keypoints=63 + cloud_1060: n_keypoints=69 + cloud_1061: n_keypoints=63 + cloud_1062: n_keypoints=68 + cloud_1063: n_keypoints=60 + cloud_1064: n_keypoints=65 + cloud_1065: n_keypoints=83 + cloud_1066: n_keypoints=70 + cloud_1067: n_keypoints=71 + cloud_1068: n_keypoints=70 + cloud_1069: n_keypoints=62 + cloud_1070: n_keypoints=70 + cloud_1071: n_keypoints=77 + cloud_1072: n_keypoints=71 + cloud_1073: n_keypoints=70 + cloud_1074: n_keypoints=75 + cloud_1075: n_keypoints=79 + cloud_1076: n_keypoints=64 + cloud_1077: n_keypoints=65 + cloud_1078: n_keypoints=53 + cloud_1079: n_keypoints=58 + cloud_1080: n_keypoints=51 + cloud_1081: n_keypoints=56 + cloud_1082: n_keypoints=51 + cloud_1083: n_keypoints=50 + cloud_1084: n_keypoints=43 + cloud_1085: n_keypoints=37 + cloud_1086: n_keypoints=38 + cloud_1087: n_keypoints=38 + cloud_1088: n_keypoints=37 + cloud_1089: n_keypoints=39 + cloud_1090: n_keypoints=38 + cloud_1091: n_keypoints=44 + cloud_1092: n_keypoints=49 + cloud_1093: n_keypoints=46 + cloud_1094: n_keypoints=47 + cloud_1095: n_keypoints=57 + cloud_1096: n_keypoints=56 + cloud_1097: n_keypoints=50 + cloud_1098: n_keypoints=53 + cloud_1099: n_keypoints=50 + cloud_1100: n_keypoints=49 + cloud_1101: n_keypoints=54 + cloud_1102: n_keypoints=50 + cloud_1103: n_keypoints=43 + cloud_1104: n_keypoints=47 + cloud_1105: n_keypoints=51 + cloud_1106: n_keypoints=46 + cloud_1107: n_keypoints=45 + cloud_1108: n_keypoints=38 + cloud_1109: n_keypoints=35 + cloud_1110: n_keypoints=40 + cloud_1111: n_keypoints=45 + cloud_1112: n_keypoints=38 + cloud_1113: n_keypoints=43 + cloud_1114: n_keypoints=40 + cloud_1115: n_keypoints=38 + cloud_1116: n_keypoints=36 + cloud_1117: n_keypoints=45 + cloud_1118: n_keypoints=33 + cloud_1119: n_keypoints=45 + cloud_1120: n_keypoints=33 + cloud_1121: n_keypoints=42 + cloud_1122: n_keypoints=48 + cloud_1123: n_keypoints=37 + cloud_1124: n_keypoints=44 + cloud_1125: n_keypoints=42 + cloud_1126: n_keypoints=41 + cloud_1127: n_keypoints=48 + cloud_1128: n_keypoints=37 + cloud_1129: n_keypoints=41 + cloud_1130: n_keypoints=40 + cloud_1131: n_keypoints=45 + cloud_1132: n_keypoints=51 + cloud_1133: n_keypoints=44 + cloud_1134: n_keypoints=43 + cloud_1135: n_keypoints=38 + cloud_1136: n_keypoints=47 + cloud_1137: n_keypoints=36 + cloud_1138: n_keypoints=39 + cloud_1139: n_keypoints=37 + cloud_1140: n_keypoints=38 + cloud_1141: n_keypoints=45 + cloud_1142: n_keypoints=34 + cloud_1143: n_keypoints=41 + cloud_1144: n_keypoints=35 + cloud_1145: n_keypoints=44 + cloud_1146: n_keypoints=45 + cloud_1147: n_keypoints=36 + cloud_1148: n_keypoints=37 + cloud_1149: n_keypoints=34 + cloud_1150: n_keypoints=41 + cloud_1151: n_keypoints=33 + cloud_1152: n_keypoints=39 + cloud_1153: n_keypoints=36 + cloud_1154: n_keypoints=48 + cloud_1155: n_keypoints=40 + cloud_1156: n_keypoints=54 + cloud_1157: n_keypoints=53 + cloud_1158: n_keypoints=64 + cloud_1159: n_keypoints=51 + cloud_1160: n_keypoints=58 + cloud_1161: n_keypoints=68 + cloud_1162: n_keypoints=61 + cloud_1163: n_keypoints=52 + cloud_1164: n_keypoints=53 + cloud_1165: n_keypoints=55 + cloud_1166: n_keypoints=58 + cloud_1167: n_keypoints=48 + cloud_1168: n_keypoints=51 + cloud_1169: n_keypoints=59 + cloud_1170: n_keypoints=60 + cloud_1171: n_keypoints=60 + cloud_1172: n_keypoints=68 + cloud_1173: n_keypoints=78 + cloud_1174: n_keypoints=81 + cloud_1175: n_keypoints=74 + cloud_1176: n_keypoints=64 + cloud_1177: n_keypoints=83 + cloud_1178: n_keypoints=84 + cloud_1179: n_keypoints=79 + cloud_1180: n_keypoints=77 + cloud_1181: n_keypoints=74 + cloud_1182: n_keypoints=92 + cloud_1183: n_keypoints=88 + cloud_1184: n_keypoints=70 + cloud_1185: n_keypoints=69 + cloud_1186: n_keypoints=76 + cloud_1187: n_keypoints=72 + cloud_1188: n_keypoints=72 + cloud_1189: n_keypoints=78 + cloud_1190: n_keypoints=66 + cloud_1191: n_keypoints=56 + cloud_1192: n_keypoints=61 + cloud_1193: n_keypoints=61 + cloud_1194: n_keypoints=58 + cloud_1195: n_keypoints=59 + cloud_1196: n_keypoints=64 + cloud_1197: n_keypoints=51 + cloud_1198: n_keypoints=48 + cloud_1199: n_keypoints=51 + cloud_1200: n_keypoints=49 + cloud_1201: n_keypoints=57 + cloud_1202: n_keypoints=48 + cloud_1203: n_keypoints=54 + cloud_1204: n_keypoints=56 + cloud_1205: n_keypoints=54 + cloud_1206: n_keypoints=48 + cloud_1207: n_keypoints=47 + cloud_1208: n_keypoints=56 + cloud_1209: n_keypoints=58 + cloud_1210: n_keypoints=46 + cloud_1211: n_keypoints=58 + cloud_1212: n_keypoints=57 + cloud_1213: n_keypoints=55 + cloud_1214: n_keypoints=54 + cloud_1215: n_keypoints=65 + cloud_1216: n_keypoints=58 + cloud_1217: n_keypoints=58 + cloud_1218: n_keypoints=54 + cloud_1219: n_keypoints=66 + cloud_1220: n_keypoints=57 + cloud_1221: n_keypoints=68 + cloud_1222: n_keypoints=60 + cloud_1223: n_keypoints=64 + cloud_1224: n_keypoints=70 + cloud_1225: n_keypoints=56 + cloud_1226: n_keypoints=67 + cloud_1227: n_keypoints=66 + cloud_1228: n_keypoints=70 + cloud_1229: n_keypoints=75 + cloud_1230: n_keypoints=83 + cloud_1231: n_keypoints=95 + cloud_1232: n_keypoints=101 + cloud_1233: n_keypoints=89 + cloud_1234: n_keypoints=82 + cloud_1235: n_keypoints=74 + cloud_1236: n_keypoints=86 + cloud_1237: n_keypoints=81 + cloud_1238: n_keypoints=77 + cloud_1239: n_keypoints=110 + cloud_1240: n_keypoints=103 + cloud_1241: n_keypoints=85 + cloud_1242: n_keypoints=85 + cloud_1243: n_keypoints=84 + cloud_1244: n_keypoints=87 + cloud_1245: n_keypoints=91 + cloud_1246: n_keypoints=83 + cloud_1247: n_keypoints=85 + cloud_1248: n_keypoints=93 + cloud_1249: n_keypoints=82 + cloud_1250: n_keypoints=79 + cloud_1251: n_keypoints=80 + cloud_1252: n_keypoints=60 + cloud_1253: n_keypoints=70 + cloud_1254: n_keypoints=62 + cloud_1255: n_keypoints=64 + cloud_1256: n_keypoints=70 + cloud_1257: n_keypoints=61 + cloud_1258: n_keypoints=58 + cloud_1259: n_keypoints=66 + cloud_1260: n_keypoints=60 + cloud_1261: n_keypoints=72 + cloud_1262: n_keypoints=59 + cloud_1263: n_keypoints=64 + cloud_1264: n_keypoints=72 + cloud_1265: n_keypoints=68 + cloud_1266: n_keypoints=64 + cloud_1267: n_keypoints=61 + cloud_1268: n_keypoints=58 + cloud_1269: n_keypoints=77 + cloud_1270: n_keypoints=69 + cloud_1271: n_keypoints=67 + cloud_1272: n_keypoints=86 + cloud_1273: n_keypoints=79 + cloud_1274: n_keypoints=77 + cloud_1275: n_keypoints=69 + cloud_1276: n_keypoints=63 + cloud_1277: n_keypoints=67 + cloud_1278: n_keypoints=70 + cloud_1279: n_keypoints=69 + cloud_1280: n_keypoints=69 + cloud_1281: n_keypoints=63 + cloud_1282: n_keypoints=75 + cloud_1283: n_keypoints=59 + cloud_1284: n_keypoints=77 + cloud_1285: n_keypoints=69 + cloud_1286: n_keypoints=69 + cloud_1287: n_keypoints=76 + cloud_1288: n_keypoints=69 + cloud_1289: n_keypoints=69 + cloud_1290: n_keypoints=65 + cloud_1291: n_keypoints=64 + cloud_1292: n_keypoints=69 + cloud_1293: n_keypoints=59 + cloud_1294: n_keypoints=56 + cloud_1295: n_keypoints=61 + cloud_1296: n_keypoints=54 + cloud_1297: n_keypoints=56 + cloud_1298: n_keypoints=49 + cloud_1299: n_keypoints=46 + cloud_1300: n_keypoints=53 + cloud_1301: n_keypoints=45 + cloud_1302: n_keypoints=36 + cloud_1303: n_keypoints=35 + cloud_1304: n_keypoints=33 + cloud_1305: n_keypoints=29 + cloud_1306: n_keypoints=25 + cloud_1307: n_keypoints=24 + cloud_1308: n_keypoints=25 + cloud_1309: n_keypoints=25 + cloud_1310: n_keypoints=22 + cloud_1311: n_keypoints=28 + cloud_1312: n_keypoints=20 + cloud_1313: n_keypoints=23 + cloud_1314: n_keypoints=24 + cloud_1315: n_keypoints=21 + cloud_1316: n_keypoints=23 + cloud_1317: n_keypoints=22 + cloud_1318: n_keypoints=20 + cloud_1319: n_keypoints=21 + cloud_1320: n_keypoints=17 + cloud_1321: n_keypoints=21 + cloud_1322: n_keypoints=28 + cloud_1323: n_keypoints=23 + cloud_1324: n_keypoints=35 + cloud_1325: n_keypoints=45 + cloud_1326: n_keypoints=50 + cloud_1327: n_keypoints=60 + cloud_1328: n_keypoints=63 + cloud_1329: n_keypoints=62 + cloud_1330: n_keypoints=60 + cloud_1331: n_keypoints=74 + cloud_1332: n_keypoints=84 + cloud_1333: n_keypoints=86 + cloud_1334: n_keypoints=103 + cloud_1335: n_keypoints=88 + cloud_1336: n_keypoints=89 + cloud_1337: n_keypoints=90 + cloud_1338: n_keypoints=84 + cloud_1339: n_keypoints=73 + cloud_1340: n_keypoints=70 + cloud_1341: n_keypoints=71 + cloud_1342: n_keypoints=77 + cloud_1343: n_keypoints=77 + cloud_1344: n_keypoints=69 + cloud_1345: n_keypoints=53 + cloud_1346: n_keypoints=52 + cloud_1347: n_keypoints=41 + cloud_1348: n_keypoints=47 + cloud_1349: n_keypoints=44 + cloud_1350: n_keypoints=43 + cloud_1351: n_keypoints=45 + cloud_1352: n_keypoints=41 + cloud_1353: n_keypoints=46 + cloud_1354: n_keypoints=41 + cloud_1355: n_keypoints=45 + cloud_1356: n_keypoints=33 + cloud_1357: n_keypoints=47 + cloud_1358: n_keypoints=48 + cloud_1359: n_keypoints=49 + cloud_1360: n_keypoints=51 + cloud_1361: n_keypoints=53 + cloud_1362: n_keypoints=50 + cloud_1363: n_keypoints=49 + cloud_1364: n_keypoints=53 + cloud_1365: n_keypoints=58 + cloud_1366: n_keypoints=50 + cloud_1367: n_keypoints=56 + cloud_1368: n_keypoints=64 + cloud_1369: n_keypoints=49 + cloud_1370: n_keypoints=59 + cloud_1371: n_keypoints=55 + cloud_1372: n_keypoints=58 + cloud_1373: n_keypoints=63 + cloud_1374: n_keypoints=48 + cloud_1375: n_keypoints=54 + cloud_1376: n_keypoints=59 + cloud_1377: n_keypoints=54 + cloud_1378: n_keypoints=58 + cloud_1379: n_keypoints=54 + cloud_1380: n_keypoints=58 + cloud_1381: n_keypoints=57 + cloud_1382: n_keypoints=50 + cloud_1383: n_keypoints=55 + cloud_1384: n_keypoints=61 + cloud_1385: n_keypoints=50 + cloud_1386: n_keypoints=48 + cloud_1387: n_keypoints=60 + cloud_1388: n_keypoints=57 + cloud_1389: n_keypoints=61 + cloud_1390: n_keypoints=66 + cloud_1391: n_keypoints=67 + cloud_1392: n_keypoints=54 + cloud_1393: n_keypoints=55 + cloud_1394: n_keypoints=60 + cloud_1395: n_keypoints=54 + cloud_1396: n_keypoints=56 + cloud_1397: n_keypoints=57 + cloud_1398: n_keypoints=66 + cloud_1399: n_keypoints=52 + cloud_1400: n_keypoints=52 + cloud_1401: n_keypoints=59 + cloud_1402: n_keypoints=44 + cloud_1403: n_keypoints=58 + cloud_1404: n_keypoints=54 + cloud_1405: n_keypoints=57 + cloud_1406: n_keypoints=59 + cloud_1407: n_keypoints=49 + cloud_1408: n_keypoints=52 + cloud_1409: n_keypoints=56 + cloud_1410: n_keypoints=51 + cloud_1411: n_keypoints=56 + cloud_1412: n_keypoints=54 + cloud_1413: n_keypoints=60 + cloud_1414: n_keypoints=58 + cloud_1415: n_keypoints=59 + cloud_1416: n_keypoints=52 + cloud_1417: n_keypoints=58 + cloud_1418: n_keypoints=50 + cloud_1419: n_keypoints=48 + cloud_1420: n_keypoints=44 + cloud_1421: n_keypoints=47 + cloud_1422: n_keypoints=42 + cloud_1423: n_keypoints=53 + cloud_1424: n_keypoints=45 + cloud_1425: n_keypoints=52 + cloud_1426: n_keypoints=44 + cloud_1427: n_keypoints=43 + cloud_1428: n_keypoints=48 + cloud_1429: n_keypoints=45 + cloud_1430: n_keypoints=47 + cloud_1431: n_keypoints=52 + cloud_1432: n_keypoints=48 + cloud_1433: n_keypoints=54 + cloud_1434: n_keypoints=56 + cloud_1435: n_keypoints=59 + cloud_1436: n_keypoints=67 + cloud_1437: n_keypoints=56 + cloud_1438: n_keypoints=59 + cloud_1439: n_keypoints=56 + cloud_1440: n_keypoints=61 + cloud_1441: n_keypoints=56 + cloud_1442: n_keypoints=66 + cloud_1443: n_keypoints=62 + cloud_1444: n_keypoints=73 + cloud_1445: n_keypoints=89 + cloud_1446: n_keypoints=76 + cloud_1447: n_keypoints=83 + cloud_1448: n_keypoints=88 + cloud_1449: n_keypoints=90 + cloud_1450: n_keypoints=57 + cloud_1451: n_keypoints=67 + cloud_1452: n_keypoints=64 + cloud_1453: n_keypoints=57 + cloud_1454: n_keypoints=56 + cloud_1455: n_keypoints=49 + cloud_1456: n_keypoints=37 + cloud_1457: n_keypoints=57 + cloud_1458: n_keypoints=45 + cloud_1459: n_keypoints=47 + cloud_1460: n_keypoints=49 + cloud_1461: n_keypoints=54 + cloud_1462: n_keypoints=51 + cloud_1463: n_keypoints=49 + cloud_1464: n_keypoints=55 + cloud_1465: n_keypoints=54 + cloud_1466: n_keypoints=54 + cloud_1467: n_keypoints=62 + cloud_1468: n_keypoints=58 + cloud_1469: n_keypoints=54 + cloud_1470: n_keypoints=56 + cloud_1471: n_keypoints=49 + cloud_1472: n_keypoints=57 + cloud_1473: n_keypoints=50 + cloud_1474: n_keypoints=49 + cloud_1475: n_keypoints=54 + cloud_1476: n_keypoints=49 + cloud_1477: n_keypoints=56 + cloud_1478: n_keypoints=69 + cloud_1479: n_keypoints=56 + cloud_1480: n_keypoints=66 + cloud_1481: n_keypoints=64 + cloud_1482: n_keypoints=60 + cloud_1483: n_keypoints=58 + cloud_1484: n_keypoints=66 + cloud_1485: n_keypoints=83 + cloud_1486: n_keypoints=72 + cloud_1487: n_keypoints=55 + cloud_1488: n_keypoints=56 + cloud_1489: n_keypoints=63 + cloud_1490: n_keypoints=68 + cloud_1491: n_keypoints=62 + cloud_1492: n_keypoints=65 + cloud_1493: n_keypoints=67 + cloud_1494: n_keypoints=69 + cloud_1495: n_keypoints=62 + cloud_1496: n_keypoints=60 + cloud_1497: n_keypoints=52 + cloud_1498: n_keypoints=52 + cloud_1499: n_keypoints=66 + cloud_1500: n_keypoints=72 + cloud_1501: n_keypoints=68 + cloud_1502: n_keypoints=78 + cloud_1503: n_keypoints=59 + cloud_1504: n_keypoints=66 + cloud_1505: n_keypoints=59 + cloud_1506: n_keypoints=74 + cloud_1507: n_keypoints=61 + cloud_1508: n_keypoints=58 + cloud_1509: n_keypoints=57 + cloud_1510: n_keypoints=55 + cloud_1511: n_keypoints=54 + cloud_1512: n_keypoints=51 + cloud_1513: n_keypoints=55 + cloud_1514: n_keypoints=55 + cloud_1515: n_keypoints=58 + cloud_1516: n_keypoints=45 + cloud_1517: n_keypoints=45 + cloud_1518: n_keypoints=50 + cloud_1519: n_keypoints=50 + cloud_1520: n_keypoints=49 + cloud_1521: n_keypoints=59 + cloud_1522: n_keypoints=47 + cloud_1523: n_keypoints=48 + cloud_1524: n_keypoints=40 + cloud_1525: n_keypoints=43 + cloud_1526: n_keypoints=47 + cloud_1527: n_keypoints=46 + cloud_1528: n_keypoints=42 + cloud_1529: n_keypoints=37 + cloud_1530: n_keypoints=40 + cloud_1531: n_keypoints=40 + cloud_1532: n_keypoints=29 + cloud_1533: n_keypoints=65 + cloud_1534: n_keypoints=35 + cloud_1535: n_keypoints=35 + cloud_1536: n_keypoints=33 + cloud_1537: n_keypoints=42 + cloud_1538: n_keypoints=55 + cloud_1539: n_keypoints=55 + cloud_1540: n_keypoints=44 + cloud_1541: n_keypoints=44 + cloud_1542: n_keypoints=33 + cloud_1543: n_keypoints=45 + cloud_1544: n_keypoints=30 + cloud_1545: n_keypoints=35 + cloud_1546: n_keypoints=47 + cloud_1547: n_keypoints=39 + cloud_1548: n_keypoints=39 + cloud_1549: n_keypoints=39 + cloud_1550: n_keypoints=44 + cloud_1551: n_keypoints=42 + cloud_1552: n_keypoints=37 + cloud_1553: n_keypoints=34 + cloud_1554: n_keypoints=42 + cloud_1555: n_keypoints=46 + cloud_1556: n_keypoints=46 + cloud_1557: n_keypoints=42 + cloud_1558: n_keypoints=41 + cloud_1559: n_keypoints=48 + cloud_1560: n_keypoints=46 + cloud_1561: n_keypoints=37 + cloud_1562: n_keypoints=39 + cloud_1563: n_keypoints=43 + cloud_1564: n_keypoints=42 + cloud_1565: n_keypoints=45 + cloud_1566: n_keypoints=43 + cloud_1567: n_keypoints=44 + cloud_1568: n_keypoints=32 + cloud_1569: n_keypoints=46 + cloud_1570: n_keypoints=34 + cloud_1571: n_keypoints=47 + cloud_1572: n_keypoints=39 + cloud_1573: n_keypoints=38 + cloud_1574: n_keypoints=40 + cloud_1575: n_keypoints=41 + cloud_1576: n_keypoints=40 + cloud_1577: n_keypoints=46 + cloud_1578: n_keypoints=41 + cloud_1579: n_keypoints=54 + cloud_1580: n_keypoints=47 + cloud_1581: n_keypoints=38 + cloud_1582: n_keypoints=42 + cloud_1583: n_keypoints=30 + cloud_1584: n_keypoints=39 + cloud_1585: n_keypoints=38 + cloud_1586: n_keypoints=30 + cloud_1587: n_keypoints=42 + cloud_1588: n_keypoints=37 + cloud_1589: n_keypoints=35 + cloud_1590: n_keypoints=26 + cloud_1591: n_keypoints=26 + cloud_1592: n_keypoints=30 + cloud_1593: n_keypoints=33 + cloud_1594: n_keypoints=20 + cloud_1595: n_keypoints=23 + cloud_1596: n_keypoints=28 + cloud_1597: n_keypoints=25 + cloud_1598: n_keypoints=40 + cloud_1599: n_keypoints=24 + cloud_1600: n_keypoints=27 + cloud_1601: n_keypoints=45 + cloud_1602: n_keypoints=29 + cloud_1603: n_keypoints=38 + cloud_1604: n_keypoints=23 + cloud_1605: n_keypoints=29 + cloud_1606: n_keypoints=30 + cloud_1607: n_keypoints=31 + cloud_1608: n_keypoints=33 + cloud_1609: n_keypoints=41 + cloud_1610: n_keypoints=31 + cloud_1611: n_keypoints=38 + cloud_1612: n_keypoints=34 + cloud_1613: n_keypoints=29 + cloud_1614: n_keypoints=34 + cloud_1615: n_keypoints=28 + cloud_1616: n_keypoints=37 + cloud_1617: n_keypoints=35 + cloud_1618: n_keypoints=30 + cloud_1619: n_keypoints=31 + cloud_1620: n_keypoints=36 + cloud_1621: n_keypoints=31 + cloud_1622: n_keypoints=35 + cloud_1623: n_keypoints=30 + cloud_1624: n_keypoints=43 + cloud_1625: n_keypoints=33 + cloud_1626: n_keypoints=39 + cloud_1627: n_keypoints=33 + cloud_1628: n_keypoints=41 + cloud_1629: n_keypoints=38 + cloud_1630: n_keypoints=45 + cloud_1631: n_keypoints=36 + cloud_1632: n_keypoints=47 + cloud_1633: n_keypoints=40 + cloud_1634: n_keypoints=59 + cloud_1635: n_keypoints=51 + cloud_1636: n_keypoints=56 + cloud_1637: n_keypoints=59 + cloud_1638: n_keypoints=64 + cloud_1639: n_keypoints=70 + cloud_1640: n_keypoints=77 + cloud_1641: n_keypoints=68 + cloud_1642: n_keypoints=73 + cloud_1643: n_keypoints=74 + cloud_1644: n_keypoints=73 + cloud_1645: n_keypoints=76 + cloud_1646: n_keypoints=69 + cloud_1647: n_keypoints=64 + cloud_1648: n_keypoints=64 + cloud_1649: n_keypoints=67 + cloud_1650: n_keypoints=72 + cloud_1651: n_keypoints=68 + cloud_1652: n_keypoints=83 + cloud_1653: n_keypoints=71 + cloud_1654: n_keypoints=65 + cloud_1655: n_keypoints=62 + cloud_1656: n_keypoints=64 + cloud_1657: n_keypoints=64 + cloud_1658: n_keypoints=67 + cloud_1659: n_keypoints=56 + cloud_1660: n_keypoints=62 + cloud_1661: n_keypoints=61 + cloud_1662: n_keypoints=60 + cloud_1663: n_keypoints=66 + cloud_1664: n_keypoints=60 + cloud_1665: n_keypoints=53 + cloud_1666: n_keypoints=59 + cloud_1667: n_keypoints=54 + cloud_1668: n_keypoints=56 + cloud_1669: n_keypoints=56 + cloud_1670: n_keypoints=58 + cloud_1671: n_keypoints=49 + cloud_1672: n_keypoints=43 + cloud_1673: n_keypoints=48 + cloud_1674: n_keypoints=49 + cloud_1675: n_keypoints=52 + cloud_1676: n_keypoints=53 + cloud_1677: n_keypoints=45 + cloud_1678: n_keypoints=48 + cloud_1679: n_keypoints=47 + cloud_1680: n_keypoints=42 + cloud_1681: n_keypoints=49 + cloud_1682: n_keypoints=39 + cloud_1683: n_keypoints=41 + cloud_1684: n_keypoints=50 + cloud_1685: n_keypoints=52 + cloud_1686: n_keypoints=54 + cloud_1687: n_keypoints=48 + cloud_1688: n_keypoints=52 + cloud_1689: n_keypoints=47 + cloud_1690: n_keypoints=50 + cloud_1691: n_keypoints=42 + cloud_1692: n_keypoints=52 + cloud_1693: n_keypoints=49 + cloud_1694: n_keypoints=54 + cloud_1695: n_keypoints=59 + cloud_1696: n_keypoints=54 + cloud_1697: n_keypoints=56 + cloud_1698: n_keypoints=61 + cloud_1699: n_keypoints=62 + cloud_1700: n_keypoints=55 + cloud_1701: n_keypoints=70 + cloud_1702: n_keypoints=64 + cloud_1703: n_keypoints=54 + cloud_1704: n_keypoints=63 + cloud_1705: n_keypoints=58 + cloud_1706: n_keypoints=52 + cloud_1707: n_keypoints=62 + cloud_1708: n_keypoints=63 + cloud_1709: n_keypoints=54 + cloud_1710: n_keypoints=62 + cloud_1711: n_keypoints=56 + cloud_1712: n_keypoints=64 + cloud_1713: n_keypoints=57 + cloud_1714: n_keypoints=57 + cloud_1715: n_keypoints=61 + cloud_1716: n_keypoints=57 + cloud_1717: n_keypoints=62 + cloud_1718: n_keypoints=50 + cloud_1719: n_keypoints=57 + cloud_1720: n_keypoints=54 + cloud_1721: n_keypoints=53 + cloud_1722: n_keypoints=64 + cloud_1723: n_keypoints=44 + cloud_1724: n_keypoints=50 + cloud_1725: n_keypoints=53 + cloud_1726: n_keypoints=47 + cloud_1727: n_keypoints=62 + cloud_1728: n_keypoints=45 + cloud_1729: n_keypoints=47 + cloud_1730: n_keypoints=49 + cloud_1731: n_keypoints=39 + cloud_1732: n_keypoints=47 + cloud_1733: n_keypoints=38 + cloud_1734: n_keypoints=48 + cloud_1735: n_keypoints=49 + cloud_1736: n_keypoints=39 + cloud_1737: n_keypoints=48 + cloud_1738: n_keypoints=43 + cloud_1739: n_keypoints=45 + cloud_1740: n_keypoints=48 + cloud_1741: n_keypoints=46 + cloud_1742: n_keypoints=50 + cloud_1743: n_keypoints=43 + cloud_1744: n_keypoints=41 + cloud_1745: n_keypoints=51 + cloud_1746: n_keypoints=48 + cloud_1747: n_keypoints=47 + cloud_1748: n_keypoints=46 + cloud_1749: n_keypoints=47 + cloud_1750: n_keypoints=56 + cloud_1751: n_keypoints=60 + cloud_1752: n_keypoints=51 + cloud_1753: n_keypoints=58 + cloud_1754: n_keypoints=54 + cloud_1755: n_keypoints=52 + cloud_1756: n_keypoints=61 + cloud_1757: n_keypoints=56 + cloud_1758: n_keypoints=55 + cloud_1759: n_keypoints=65 + cloud_1760: n_keypoints=52 + cloud_1761: n_keypoints=81 + cloud_1762: n_keypoints=65 + cloud_1763: n_keypoints=62 + cloud_1764: n_keypoints=67 + cloud_1765: n_keypoints=54 + cloud_1766: n_keypoints=58 + cloud_1767: n_keypoints=57 + cloud_1768: n_keypoints=64 + cloud_1769: n_keypoints=54 + cloud_1770: n_keypoints=47 + cloud_1771: n_keypoints=52 + cloud_1772: n_keypoints=43 + cloud_1773: n_keypoints=57 + cloud_1774: n_keypoints=59 + cloud_1775: n_keypoints=45 + cloud_1776: n_keypoints=58 + cloud_1777: n_keypoints=60 + cloud_1778: n_keypoints=57 + cloud_1779: n_keypoints=44 + cloud_1780: n_keypoints=49 + cloud_1781: n_keypoints=51 + cloud_1782: n_keypoints=58 + cloud_1783: n_keypoints=51 + cloud_1784: n_keypoints=63 + cloud_1785: n_keypoints=63 + cloud_1786: n_keypoints=68 + cloud_1787: n_keypoints=60 + cloud_1788: n_keypoints=57 + cloud_1789: n_keypoints=58 + cloud_1790: n_keypoints=61 + cloud_1791: n_keypoints=71 + cloud_1792: n_keypoints=67 + cloud_1793: n_keypoints=61 + cloud_1794: n_keypoints=54 + cloud_1795: n_keypoints=63 + cloud_1796: n_keypoints=60 + cloud_1797: n_keypoints=61 + cloud_1798: n_keypoints=67 + cloud_1799: n_keypoints=58 + cloud_1800: n_keypoints=64 + cloud_1801: n_keypoints=73 + cloud_1802: n_keypoints=68 + cloud_1803: n_keypoints=70 + cloud_1804: n_keypoints=67 + cloud_1805: n_keypoints=77 + cloud_1806: n_keypoints=84 + cloud_1807: n_keypoints=72 + cloud_1808: n_keypoints=73 + cloud_1809: n_keypoints=59 + cloud_1810: n_keypoints=71 + cloud_1811: n_keypoints=67 + cloud_1812: n_keypoints=69 + cloud_1813: n_keypoints=64 + cloud_1814: n_keypoints=80 + cloud_1815: n_keypoints=74 + cloud_1816: n_keypoints=75 + cloud_1817: n_keypoints=72 + cloud_1818: n_keypoints=79 + cloud_1819: n_keypoints=77 + cloud_1820: n_keypoints=61 + cloud_1821: n_keypoints=77 + cloud_1822: n_keypoints=79 + cloud_1823: n_keypoints=67 + cloud_1824: n_keypoints=78 + cloud_1825: n_keypoints=70 + cloud_1826: n_keypoints=80 + cloud_1827: n_keypoints=78 + cloud_1828: n_keypoints=77 + cloud_1829: n_keypoints=89 + cloud_1830: n_keypoints=76 + cloud_1831: n_keypoints=88 + cloud_1832: n_keypoints=87 + cloud_1833: n_keypoints=90 + cloud_1834: n_keypoints=79 + cloud_1835: n_keypoints=86 + cloud_1836: n_keypoints=79 + cloud_1837: n_keypoints=87 + cloud_1838: n_keypoints=99 + cloud_1839: n_keypoints=74 + cloud_1840: n_keypoints=80 + cloud_1841: n_keypoints=81 + cloud_1842: n_keypoints=76 + cloud_1843: n_keypoints=71 + cloud_1844: n_keypoints=77 + cloud_1845: n_keypoints=89 + cloud_1846: n_keypoints=75 + cloud_1847: n_keypoints=82 + cloud_1848: n_keypoints=76 + cloud_1849: n_keypoints=70 + cloud_1850: n_keypoints=75 + cloud_1851: n_keypoints=74 + cloud_1852: n_keypoints=76 + cloud_1853: n_keypoints=78 + cloud_1854: n_keypoints=80 + cloud_1855: n_keypoints=81 + cloud_1856: n_keypoints=82 + cloud_1857: n_keypoints=85 + cloud_1858: n_keypoints=85 + cloud_1859: n_keypoints=85 + cloud_1860: n_keypoints=69 + cloud_1861: n_keypoints=95 + cloud_1862: n_keypoints=80 + cloud_1863: n_keypoints=82 + cloud_1864: n_keypoints=73 + cloud_1865: n_keypoints=75 + cloud_1866: n_keypoints=84 + cloud_1867: n_keypoints=84 + cloud_1868: n_keypoints=84 + cloud_1869: n_keypoints=76 + cloud_1870: n_keypoints=86 + cloud_1871: n_keypoints=81 + cloud_1872: n_keypoints=77 + cloud_1873: n_keypoints=58 + cloud_1874: n_keypoints=63 + cloud_1875: n_keypoints=76 + cloud_1876: n_keypoints=69 + cloud_1877: n_keypoints=75 + cloud_1878: n_keypoints=73 + cloud_1879: n_keypoints=73 + cloud_1880: n_keypoints=70 + cloud_1881: n_keypoints=71 + cloud_1882: n_keypoints=60 + cloud_1883: n_keypoints=66 + cloud_1884: n_keypoints=58 + cloud_1885: n_keypoints=64 + cloud_1886: n_keypoints=64 + cloud_1887: n_keypoints=49 + cloud_1888: n_keypoints=61 + cloud_1889: n_keypoints=54 + cloud_1890: n_keypoints=52 + cloud_1891: n_keypoints=46 + cloud_1892: n_keypoints=50 + cloud_1893: n_keypoints=54 + cloud_1894: n_keypoints=53 + cloud_1895: n_keypoints=58 + cloud_1896: n_keypoints=58 + cloud_1897: n_keypoints=54 + cloud_1898: n_keypoints=62 + cloud_1899: n_keypoints=55 + cloud_1900: n_keypoints=58 + cloud_1901: n_keypoints=64 + cloud_1902: n_keypoints=52 + cloud_1903: n_keypoints=56 + cloud_1904: n_keypoints=49 + cloud_1905: n_keypoints=50 + cloud_1906: n_keypoints=51 + cloud_1907: n_keypoints=37 + cloud_1908: n_keypoints=48 + cloud_1909: n_keypoints=39 + cloud_1910: n_keypoints=43 + cloud_1911: n_keypoints=44 + cloud_1912: n_keypoints=38 + cloud_1913: n_keypoints=37 + cloud_1914: n_keypoints=43 + cloud_1915: n_keypoints=42 + cloud_1916: n_keypoints=41 + cloud_1917: n_keypoints=43 + cloud_1918: n_keypoints=54 + cloud_1919: n_keypoints=50 + cloud_1920: n_keypoints=56 + cloud_1921: n_keypoints=55 + cloud_1922: n_keypoints=68 + cloud_1923: n_keypoints=72 + cloud_1924: n_keypoints=72 + cloud_1925: n_keypoints=62 + cloud_1926: n_keypoints=55 + cloud_1927: n_keypoints=54 + cloud_1928: n_keypoints=61 + cloud_1929: n_keypoints=79 + cloud_1930: n_keypoints=67 + cloud_1931: n_keypoints=76 + cloud_1932: n_keypoints=72 + cloud_1933: n_keypoints=77 + cloud_1934: n_keypoints=83 + cloud_1935: n_keypoints=78 + cloud_1936: n_keypoints=90 + cloud_1937: n_keypoints=83 + cloud_1938: n_keypoints=78 + cloud_1939: n_keypoints=72 + cloud_1940: n_keypoints=62 + cloud_1941: n_keypoints=62 + cloud_1942: n_keypoints=51 + cloud_1943: n_keypoints=51 + cloud_1944: n_keypoints=61 + cloud_1945: n_keypoints=63 + cloud_1946: n_keypoints=57 + cloud_1947: n_keypoints=62 + cloud_1948: n_keypoints=71 + cloud_1949: n_keypoints=67 + cloud_1950: n_keypoints=70 + cloud_1951: n_keypoints=73 + cloud_1952: n_keypoints=73 + cloud_1953: n_keypoints=92 + cloud_1954: n_keypoints=82 + cloud_1955: n_keypoints=87 + cloud_1956: n_keypoints=76 + cloud_1957: n_keypoints=69 + cloud_1958: n_keypoints=70 + cloud_1959: n_keypoints=72 + cloud_1960: n_keypoints=73 + cloud_1961: n_keypoints=68 + cloud_1962: n_keypoints=50 + cloud_1963: n_keypoints=49 + cloud_1964: n_keypoints=40 + cloud_1965: n_keypoints=39 + cloud_1966: n_keypoints=42 + cloud_1967: n_keypoints=37 + cloud_1968: n_keypoints=47 + cloud_1969: n_keypoints=54 + cloud_1970: n_keypoints=57 + cloud_1971: n_keypoints=63 + cloud_1972: n_keypoints=62 + cloud_1973: n_keypoints=51 + cloud_1974: n_keypoints=46 + cloud_1975: n_keypoints=61 + cloud_1976: n_keypoints=54 + cloud_1977: n_keypoints=61 + cloud_1978: n_keypoints=48 + cloud_1979: n_keypoints=34 + cloud_1980: n_keypoints=39 + cloud_1981: n_keypoints=40 + cloud_1982: n_keypoints=37 + cloud_1983: n_keypoints=40 + cloud_1984: n_keypoints=43 + cloud_1985: n_keypoints=45 + cloud_1986: n_keypoints=40 + cloud_1987: n_keypoints=44 + cloud_1988: n_keypoints=46 + cloud_1989: n_keypoints=48 + cloud_1990: n_keypoints=59 + cloud_1991: n_keypoints=64 + cloud_1992: n_keypoints=63 + cloud_1993: n_keypoints=66 + cloud_1994: n_keypoints=50 + cloud_1995: n_keypoints=52 + cloud_1996: n_keypoints=64 + cloud_1997: n_keypoints=48 + cloud_1998: n_keypoints=60 + cloud_1999: n_keypoints=45 + cloud_2000: n_keypoints=47 + cloud_2001: n_keypoints=42 + cloud_2002: n_keypoints=45 + cloud_2003: n_keypoints=53 + cloud_2004: n_keypoints=46 + cloud_2005: n_keypoints=60 + cloud_2006: n_keypoints=56 + cloud_2007: n_keypoints=50 + cloud_2008: n_keypoints=60 + cloud_2009: n_keypoints=60 + cloud_2010: n_keypoints=57 + cloud_2011: n_keypoints=55 + cloud_2012: n_keypoints=59 + cloud_2013: n_keypoints=46 + cloud_2014: n_keypoints=44 + cloud_2015: n_keypoints=52 + cloud_2016: n_keypoints=70 + cloud_2017: n_keypoints=83 + cloud_2018: n_keypoints=75 + cloud_2019: n_keypoints=92 + cloud_2020: n_keypoints=75 + cloud_2021: n_keypoints=82 + cloud_2022: n_keypoints=72 + cloud_2023: n_keypoints=71 + cloud_2024: n_keypoints=79 + cloud_2025: n_keypoints=81 + cloud_2026: n_keypoints=76 + cloud_2027: n_keypoints=66 + cloud_2028: n_keypoints=64 + cloud_2029: n_keypoints=67 + cloud_2030: n_keypoints=59 + cloud_2031: n_keypoints=71 + cloud_2032: n_keypoints=66 + cloud_2033: n_keypoints=68 + cloud_2034: n_keypoints=71 + cloud_2035: n_keypoints=63 + cloud_2036: n_keypoints=56 + cloud_2037: n_keypoints=79 + cloud_2038: n_keypoints=71 + cloud_2039: n_keypoints=88 + cloud_2040: n_keypoints=90 + cloud_2041: n_keypoints=90 + cloud_2042: n_keypoints=79 + cloud_2043: n_keypoints=72 + cloud_2044: n_keypoints=88 + cloud_2045: n_keypoints=77 + cloud_2046: n_keypoints=82 + cloud_2047: n_keypoints=89 + cloud_2048: n_keypoints=84 + cloud_2049: n_keypoints=79 + cloud_2050: n_keypoints=97 + cloud_2051: n_keypoints=78 + cloud_2052: n_keypoints=88 + cloud_2053: n_keypoints=71 + cloud_2054: n_keypoints=88 + cloud_2055: n_keypoints=91 + cloud_2056: n_keypoints=96 + cloud_2057: n_keypoints=99 + cloud_2058: n_keypoints=77 + cloud_2059: n_keypoints=87 + cloud_2060: n_keypoints=102 + cloud_2061: n_keypoints=92 + cloud_2062: n_keypoints=95 + cloud_2063: n_keypoints=94 + cloud_2064: n_keypoints=80 + cloud_2065: n_keypoints=75 + cloud_2066: n_keypoints=65 + cloud_2067: n_keypoints=75 + cloud_2068: n_keypoints=71 + cloud_2069: n_keypoints=63 + cloud_2070: n_keypoints=66 + cloud_2071: n_keypoints=57 + cloud_2072: n_keypoints=53 + cloud_2073: n_keypoints=68 + cloud_2074: n_keypoints=48 + cloud_2075: n_keypoints=54 + cloud_2076: n_keypoints=48 + cloud_2077: n_keypoints=60 + cloud_2078: n_keypoints=54 + cloud_2079: n_keypoints=46 + cloud_2080: n_keypoints=45 + cloud_2081: n_keypoints=49 + cloud_2082: n_keypoints=51 + cloud_2083: n_keypoints=55 + cloud_2084: n_keypoints=50 + cloud_2085: n_keypoints=58 + cloud_2086: n_keypoints=68 + cloud_2087: n_keypoints=54 + cloud_2088: n_keypoints=67 + cloud_2089: n_keypoints=61 + cloud_2090: n_keypoints=61 + cloud_2091: n_keypoints=63 + cloud_2092: n_keypoints=61 + cloud_2093: n_keypoints=59 + cloud_2094: n_keypoints=57 + cloud_2095: n_keypoints=49 + cloud_2096: n_keypoints=48 + cloud_2097: n_keypoints=53 + cloud_2098: n_keypoints=60 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n_keypoints=39 + cloud_2134: n_keypoints=36 + cloud_2135: n_keypoints=28 + cloud_2136: n_keypoints=31 + cloud_2137: n_keypoints=28 + cloud_2138: n_keypoints=38 + cloud_2139: n_keypoints=35 + cloud_2140: n_keypoints=28 + cloud_2141: n_keypoints=40 + cloud_2142: n_keypoints=30 + cloud_2143: n_keypoints=32 + cloud_2144: n_keypoints=39 + cloud_2145: n_keypoints=40 + cloud_2146: n_keypoints=42 + cloud_2147: n_keypoints=45 + cloud_2148: n_keypoints=45 + cloud_2149: n_keypoints=55 + cloud_2150: n_keypoints=51 + cloud_2151: n_keypoints=57 + cloud_2152: n_keypoints=52 + cloud_2153: n_keypoints=50 + cloud_2154: n_keypoints=42 + cloud_2155: n_keypoints=43 + cloud_2156: n_keypoints=40 + cloud_2157: n_keypoints=48 + cloud_2158: n_keypoints=34 + cloud_2159: n_keypoints=41 + cloud_2160: n_keypoints=39 + cloud_2161: n_keypoints=26 + cloud_2162: n_keypoints=31 + cloud_2163: n_keypoints=36 + cloud_2164: n_keypoints=38 + cloud_2165: n_keypoints=33 + cloud_2166: n_keypoints=30 + cloud_2167: n_keypoints=25 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n_keypoints=43 + cloud_2203: n_keypoints=44 + cloud_2204: n_keypoints=46 + cloud_2205: n_keypoints=36 + cloud_2206: n_keypoints=43 + cloud_2207: n_keypoints=33 + cloud_2208: n_keypoints=39 + cloud_2209: n_keypoints=44 + cloud_2210: n_keypoints=33 + cloud_2211: n_keypoints=49 + cloud_2212: n_keypoints=50 + cloud_2213: n_keypoints=45 + cloud_2214: n_keypoints=44 + cloud_2215: n_keypoints=33 + cloud_2216: n_keypoints=42 + cloud_2217: n_keypoints=40 + cloud_2218: n_keypoints=44 + cloud_2219: n_keypoints=54 + cloud_2220: n_keypoints=45 + cloud_2221: n_keypoints=43 + cloud_2222: n_keypoints=41 + cloud_2223: n_keypoints=47 + cloud_2224: n_keypoints=43 + cloud_2225: n_keypoints=37 + cloud_2226: n_keypoints=42 + cloud_2227: n_keypoints=41 + cloud_2228: n_keypoints=32 + cloud_2229: n_keypoints=28 + cloud_2230: n_keypoints=27 + cloud_2231: n_keypoints=30 + cloud_2232: n_keypoints=29 + cloud_2233: n_keypoints=23 + cloud_2234: n_keypoints=28 + cloud_2235: n_keypoints=28 + cloud_2236: n_keypoints=28 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n_keypoints=79 + cloud_2272: n_keypoints=65 + cloud_2273: n_keypoints=70 + cloud_2274: n_keypoints=64 + cloud_2275: n_keypoints=57 + cloud_2276: n_keypoints=42 + cloud_2277: n_keypoints=50 + cloud_2278: n_keypoints=39 + cloud_2279: n_keypoints=41 + cloud_2280: n_keypoints=38 + cloud_2281: n_keypoints=38 + cloud_2282: n_keypoints=40 + cloud_2283: n_keypoints=38 + cloud_2284: n_keypoints=40 + cloud_2285: n_keypoints=47 + cloud_2286: n_keypoints=39 + cloud_2287: n_keypoints=42 + cloud_2288: n_keypoints=45 + cloud_2289: n_keypoints=35 + cloud_2290: n_keypoints=39 + cloud_2291: n_keypoints=33 + cloud_2292: n_keypoints=42 + cloud_2293: n_keypoints=53 + cloud_2294: n_keypoints=41 + cloud_2295: n_keypoints=48 + cloud_2296: n_keypoints=60 + cloud_2297: n_keypoints=55 + cloud_2298: n_keypoints=61 + cloud_2299: n_keypoints=63 + cloud_2300: n_keypoints=73 + cloud_2301: n_keypoints=77 + cloud_2302: n_keypoints=74 + cloud_2303: n_keypoints=71 + cloud_2304: n_keypoints=87 + cloud_2305: n_keypoints=70 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n_keypoints=64 + cloud_2341: n_keypoints=65 + cloud_2342: n_keypoints=63 + cloud_2343: n_keypoints=54 + cloud_2344: n_keypoints=59 + cloud_2345: n_keypoints=59 + cloud_2346: n_keypoints=54 + cloud_2347: n_keypoints=58 + cloud_2348: n_keypoints=54 + cloud_2349: n_keypoints=68 + cloud_2350: n_keypoints=49 + cloud_2351: n_keypoints=57 + cloud_2352: n_keypoints=54 + cloud_2353: n_keypoints=46 + cloud_2354: n_keypoints=50 + cloud_2355: n_keypoints=56 + cloud_2356: n_keypoints=50 + cloud_2357: n_keypoints=47 + cloud_2358: n_keypoints=43 + cloud_2359: n_keypoints=45 + cloud_2360: n_keypoints=51 + cloud_2361: n_keypoints=44 + cloud_2362: n_keypoints=44 + cloud_2363: n_keypoints=39 + cloud_2364: n_keypoints=37 + cloud_2365: n_keypoints=50 + cloud_2366: n_keypoints=35 + cloud_2367: n_keypoints=37 + cloud_2368: n_keypoints=36 + cloud_2369: n_keypoints=31 + cloud_2370: n_keypoints=40 + cloud_2371: n_keypoints=31 + cloud_2372: n_keypoints=28 + cloud_2373: n_keypoints=35 + cloud_2374: n_keypoints=34 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n_keypoints=34 + cloud_2410: n_keypoints=34 + cloud_2411: n_keypoints=33 + cloud_2412: n_keypoints=27 + cloud_2413: n_keypoints=30 + cloud_2414: n_keypoints=29 + cloud_2415: n_keypoints=27 + cloud_2416: n_keypoints=32 + cloud_2417: n_keypoints=28 + cloud_2418: n_keypoints=41 + cloud_2419: n_keypoints=29 + cloud_2420: n_keypoints=39 + cloud_2421: n_keypoints=38 + cloud_2422: n_keypoints=29 + cloud_2423: n_keypoints=36 + cloud_2424: n_keypoints=34 + cloud_2425: n_keypoints=29 + cloud_2426: n_keypoints=29 + cloud_2427: n_keypoints=21 + cloud_2428: n_keypoints=28 + cloud_2429: n_keypoints=28 + cloud_2430: n_keypoints=28 + cloud_2431: n_keypoints=38 + cloud_2432: n_keypoints=22 + cloud_2433: n_keypoints=25 + cloud_2434: n_keypoints=33 + cloud_2435: n_keypoints=26 + cloud_2436: n_keypoints=34 + cloud_2437: n_keypoints=36 + cloud_2438: n_keypoints=43 + cloud_2439: n_keypoints=41 + cloud_2440: n_keypoints=41 + cloud_2441: n_keypoints=50 + cloud_2442: n_keypoints=38 + cloud_2443: n_keypoints=47 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n_keypoints=40 + cloud_2479: n_keypoints=41 + cloud_2480: n_keypoints=50 + cloud_2481: n_keypoints=43 + cloud_2482: n_keypoints=40 + cloud_2483: n_keypoints=39 + cloud_2484: n_keypoints=45 + cloud_2485: n_keypoints=40 + cloud_2486: n_keypoints=51 + cloud_2487: n_keypoints=38 + cloud_2488: n_keypoints=47 + cloud_2489: n_keypoints=52 + cloud_2490: n_keypoints=55 + cloud_2491: n_keypoints=54 + cloud_2492: n_keypoints=50 + cloud_2493: n_keypoints=57 + cloud_2494: n_keypoints=58 + cloud_2495: n_keypoints=55 + cloud_2496: n_keypoints=62 + cloud_2497: n_keypoints=44 + cloud_2498: n_keypoints=46 + cloud_2499: n_keypoints=42 + cloud_2500: n_keypoints=52 + cloud_2501: n_keypoints=47 + cloud_2502: n_keypoints=48 + cloud_2503: n_keypoints=43 + cloud_2504: n_keypoints=40 + cloud_2505: n_keypoints=43 + cloud_2506: n_keypoints=45 + cloud_2507: n_keypoints=37 + cloud_2508: n_keypoints=38 + cloud_2509: n_keypoints=50 + cloud_2510: n_keypoints=52 + cloud_2511: n_keypoints=61 + cloud_2512: n_keypoints=54 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n_keypoints=21 + cloud_2548: n_keypoints=30 + cloud_2549: n_keypoints=20 + cloud_2550: n_keypoints=32 + cloud_2551: n_keypoints=36 + cloud_2552: n_keypoints=35 + cloud_2553: n_keypoints=31 + cloud_2554: n_keypoints=44 + cloud_2555: n_keypoints=45 + cloud_2556: n_keypoints=48 + cloud_2557: n_keypoints=52 + cloud_2558: n_keypoints=47 + cloud_2559: n_keypoints=50 + cloud_2560: n_keypoints=53 + cloud_2561: n_keypoints=53 + cloud_2562: n_keypoints=39 + cloud_2563: n_keypoints=63 + cloud_2564: n_keypoints=45 + cloud_2565: n_keypoints=55 + cloud_2566: n_keypoints=54 + cloud_2567: n_keypoints=55 + cloud_2568: n_keypoints=51 + cloud_2569: n_keypoints=48 + cloud_2570: n_keypoints=64 + cloud_2571: n_keypoints=63 + cloud_2572: n_keypoints=69 + cloud_2573: n_keypoints=58 + cloud_2574: n_keypoints=57 + cloud_2575: n_keypoints=52 + cloud_2576: n_keypoints=37 + cloud_2577: n_keypoints=46 + cloud_2578: n_keypoints=46 + cloud_2579: n_keypoints=48 + cloud_2580: n_keypoints=54 + cloud_2581: n_keypoints=41 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n_keypoints=50 + cloud_2617: n_keypoints=55 + cloud_2618: n_keypoints=41 + cloud_2619: n_keypoints=43 + cloud_2620: n_keypoints=32 + cloud_2621: n_keypoints=46 + cloud_2622: n_keypoints=41 + cloud_2623: n_keypoints=42 + cloud_2624: n_keypoints=37 + cloud_2625: n_keypoints=33 + cloud_2626: n_keypoints=29 + cloud_2627: n_keypoints=32 + cloud_2628: n_keypoints=33 + cloud_2629: n_keypoints=27 + cloud_2630: n_keypoints=19 + cloud_2631: n_keypoints=31 + cloud_2632: n_keypoints=29 + cloud_2633: n_keypoints=29 + cloud_2634: n_keypoints=40 + cloud_2635: n_keypoints=34 + cloud_2636: n_keypoints=34 + cloud_2637: n_keypoints=32 + cloud_2638: n_keypoints=28 + cloud_2639: n_keypoints=32 + cloud_2640: n_keypoints=33 + cloud_2641: n_keypoints=38 + cloud_2642: n_keypoints=41 + cloud_2643: n_keypoints=40 + cloud_2644: n_keypoints=46 + cloud_2645: n_keypoints=54 + cloud_2646: n_keypoints=53 + cloud_2647: n_keypoints=55 + cloud_2648: n_keypoints=50 + cloud_2649: n_keypoints=56 + cloud_2650: n_keypoints=56 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n_keypoints=47 + cloud_3100: n_keypoints=56 + cloud_3101: n_keypoints=44 + cloud_3102: n_keypoints=58 + cloud_3103: n_keypoints=63 + cloud_3104: n_keypoints=49 + cloud_3105: n_keypoints=61 + cloud_3106: n_keypoints=52 + cloud_3107: n_keypoints=58 + cloud_3108: n_keypoints=50 + cloud_3109: n_keypoints=50 + cloud_3110: n_keypoints=50 + cloud_3111: n_keypoints=48 + cloud_3112: n_keypoints=51 + cloud_3113: n_keypoints=52 + cloud_3114: n_keypoints=52 + cloud_3115: n_keypoints=50 + cloud_3116: n_keypoints=44 + cloud_3117: n_keypoints=46 + cloud_3118: n_keypoints=56 + cloud_3119: n_keypoints=52 + cloud_3120: n_keypoints=46 + cloud_3121: n_keypoints=51 + cloud_3122: n_keypoints=49 + cloud_3123: n_keypoints=53 + cloud_3124: n_keypoints=50 + cloud_3125: n_keypoints=49 + cloud_3126: n_keypoints=57 + cloud_3127: n_keypoints=58 + cloud_3128: n_keypoints=64 + cloud_3129: n_keypoints=53 + cloud_3130: n_keypoints=52 + cloud_3131: n_keypoints=55 + cloud_3132: n_keypoints=56 + cloud_3133: n_keypoints=60 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n_keypoints=42 + cloud_3721: n_keypoints=56 + cloud_3722: n_keypoints=53 + cloud_3723: n_keypoints=60 + cloud_3724: n_keypoints=45 + cloud_3725: n_keypoints=54 + cloud_3726: n_keypoints=50 + cloud_3727: n_keypoints=56 + cloud_3728: n_keypoints=62 + cloud_3729: n_keypoints=47 + cloud_3730: n_keypoints=59 + cloud_3731: n_keypoints=54 + cloud_3732: n_keypoints=44 + cloud_3733: n_keypoints=50 + cloud_3734: n_keypoints=45 + cloud_3735: n_keypoints=53 + cloud_3736: n_keypoints=49 + cloud_3737: n_keypoints=41 + cloud_3738: n_keypoints=49 + cloud_3739: n_keypoints=51 + cloud_3740: n_keypoints=41 + cloud_3741: n_keypoints=52 + cloud_3742: n_keypoints=52 + cloud_3743: n_keypoints=50 + cloud_3744: n_keypoints=50 + cloud_3745: n_keypoints=48 + cloud_3746: n_keypoints=46 + cloud_3747: n_keypoints=56 + cloud_3748: n_keypoints=51 + cloud_3749: n_keypoints=65 + cloud_3750: n_keypoints=54 + cloud_3751: n_keypoints=51 + cloud_3752: n_keypoints=51 + cloud_3753: n_keypoints=53 + cloud_3754: n_keypoints=53 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n_keypoints=60 + cloud_4203: n_keypoints=77 + cloud_4204: n_keypoints=70 + cloud_4205: n_keypoints=83 + cloud_4206: n_keypoints=60 + cloud_4207: n_keypoints=79 + cloud_4208: n_keypoints=70 + cloud_4209: n_keypoints=71 + cloud_4210: n_keypoints=86 + cloud_4211: n_keypoints=75 + cloud_4212: n_keypoints=68 + cloud_4213: n_keypoints=65 + cloud_4214: n_keypoints=70 + cloud_4215: n_keypoints=66 + cloud_4216: n_keypoints=64 + cloud_4217: n_keypoints=62 + cloud_4218: n_keypoints=62 + cloud_4219: n_keypoints=64 + cloud_4220: n_keypoints=72 + cloud_4221: n_keypoints=75 + cloud_4222: n_keypoints=65 + cloud_4223: n_keypoints=76 + cloud_4224: n_keypoints=72 + cloud_4225: n_keypoints=73 + cloud_4226: n_keypoints=70 + cloud_4227: n_keypoints=74 + cloud_4228: n_keypoints=69 + cloud_4229: n_keypoints=72 + cloud_4230: n_keypoints=66 + cloud_4231: n_keypoints=65 + cloud_4232: n_keypoints=52 + cloud_4233: n_keypoints=60 + cloud_4234: n_keypoints=63 + cloud_4235: n_keypoints=55 + cloud_4236: n_keypoints=66 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n_keypoints=59 + cloud_4272: n_keypoints=50 + cloud_4273: n_keypoints=55 + cloud_4274: n_keypoints=59 + cloud_4275: n_keypoints=62 + cloud_4276: n_keypoints=61 + cloud_4277: n_keypoints=67 + cloud_4278: n_keypoints=49 + cloud_4279: n_keypoints=53 + cloud_4280: n_keypoints=62 + cloud_4281: n_keypoints=55 + cloud_4282: n_keypoints=55 + cloud_4283: n_keypoints=52 + cloud_4284: n_keypoints=50 + cloud_4285: n_keypoints=39 + cloud_4286: n_keypoints=25 + cloud_4287: n_keypoints=41 + cloud_4288: n_keypoints=42 + cloud_4289: n_keypoints=40 + cloud_4290: n_keypoints=44 + cloud_4291: n_keypoints=39 + cloud_4292: n_keypoints=35 + cloud_4293: n_keypoints=34 + cloud_4294: n_keypoints=43 + cloud_4295: n_keypoints=47 + cloud_4296: n_keypoints=48 + cloud_4297: n_keypoints=53 + cloud_4298: n_keypoints=53 + cloud_4299: n_keypoints=53 + cloud_4300: n_keypoints=60 + cloud_4301: n_keypoints=55 + cloud_4302: n_keypoints=45 + cloud_4303: n_keypoints=45 + cloud_4304: n_keypoints=54 + cloud_4305: n_keypoints=51 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/dev/null +++ b/tgfz7_ablation_runs/exp3_no_dynamic_ms062/ntu_day_01/preview_meta.json @@ -0,0 +1,54246 @@ +{ + "config": { + "sequence": "ntu_day_01", + "dataset_root": "/home/data/CYD/data/MCD/Annotated_Lidar", + "num_frames": 6009, + "overwrite_out_dir": true, + "cluster_preset": "sgpr_sk_rich", + "preset_note": "sgpr_sk_rich + MCD **raw** 0\u201328 + policy '/home/data/CYD/project/learn/OpenPloc-main_cyd/OpenPloc-main/datasets/mcd/label_map.yaml': n_raw_classes=16; yaml min_samples small/large/sparse=10/30/4 \u2192 raw_ms_mult=0.62 (floors 7/14/3 after scale); SGPR eps x 0.36 (floor 0.07 m)\nexclude_compressed [1, 2, 3, 4, 5, 6, 7, 8]; raw_classes 22->16", + "label_source": "MCD raw 0\u201328 per class; keypoints col4 = raw id (remap_labels=False)", + "mcd_raw_labels": true, + "mcd_raw_ms_mult": 0.62, + "rich_eps_scale": 0.36, + "clustering": "TriGF generate_keypoints + per-class DBSCAN + optional label_params", + "eps_default": 1.5, + "min_samples_default": 10, + "denoise_method": 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"timestamp_scan_num": 5938, + "n_keypoints": 37, + "kp_shape": [ + 37, + 4 + ] + }, + { + "dataset_index": 5928, + "timestamp_scan_num": 5939, + "n_keypoints": 29, + "kp_shape": [ + 29, + 4 + ] + }, + { + "dataset_index": 5929, + "timestamp_scan_num": 5940, + "n_keypoints": 39, + "kp_shape": [ + 39, + 4 + ] + }, + { + "dataset_index": 5930, + "timestamp_scan_num": 5941, + "n_keypoints": 34, + "kp_shape": [ + 34, + 4 + ] + }, + { + "dataset_index": 5931, + "timestamp_scan_num": 5942, + "n_keypoints": 37, + "kp_shape": [ + 37, + 4 + ] + }, + { + "dataset_index": 5932, + "timestamp_scan_num": 5943, + "n_keypoints": 38, + "kp_shape": [ + 38, + 4 + ] + }, + { + "dataset_index": 5933, + "timestamp_scan_num": 5944, + "n_keypoints": 31, + "kp_shape": [ + 31, + 4 + ] + }, + { + "dataset_index": 5934, + "timestamp_scan_num": 5945, + "n_keypoints": 36, + "kp_shape": [ + 36, + 4 + ] + }, + { + "dataset_index": 5935, + "timestamp_scan_num": 5946, + "n_keypoints": 32, + "kp_shape": [ + 32, + 4 + ] + }, + { + "dataset_index": 5936, + "timestamp_scan_num": 5947, + "n_keypoints": 37, + "kp_shape": [ + 37, + 4 + ] + }, + { + "dataset_index": 5937, + "timestamp_scan_num": 5948, + "n_keypoints": 40, + "kp_shape": [ + 40, + 4 + ] + }, + { + "dataset_index": 5938, + "timestamp_scan_num": 5949, + "n_keypoints": 29, + "kp_shape": [ + 29, + 4 + ] + }, + { + "dataset_index": 5939, + "timestamp_scan_num": 5950, + "n_keypoints": 41, + "kp_shape": [ + 41, + 4 + ] + }, + { + "dataset_index": 5940, + "timestamp_scan_num": 5951, + "n_keypoints": 31, + "kp_shape": [ + 31, + 4 + ] + }, + { + "dataset_index": 5941, + "timestamp_scan_num": 5952, + "n_keypoints": 35, + "kp_shape": [ + 35, + 4 + ] + }, + { + "dataset_index": 5942, + "timestamp_scan_num": 5953, + "n_keypoints": 40, + "kp_shape": [ + 40, + 4 + ] + }, + { + "dataset_index": 5943, + "timestamp_scan_num": 5954, + "n_keypoints": 33, + "kp_shape": [ + 33, + 4 + ] + }, + { + "dataset_index": 5944, + "timestamp_scan_num": 5955, + "n_keypoints": 37, + "kp_shape": [ + 37, + 4 + ] + }, + { + "dataset_index": 5945, + "timestamp_scan_num": 5956, + "n_keypoints": 30, + "kp_shape": [ + 30, + 4 + ] + }, + { + "dataset_index": 5946, + "timestamp_scan_num": 5957, + "n_keypoints": 32, + "kp_shape": [ + 32, + 4 + ] + }, + { + "dataset_index": 5947, + "timestamp_scan_num": 5958, + "n_keypoints": 37, + "kp_shape": [ + 37, + 4 + ] + }, + { + "dataset_index": 5948, + "timestamp_scan_num": 5959, + "n_keypoints": 30, + "kp_shape": [ + 30, + 4 + ] + }, + { + "dataset_index": 5949, + "timestamp_scan_num": 5960, + "n_keypoints": 35, + "kp_shape": [ + 35, + 4 + ] + }, + { + "dataset_index": 5950, + "timestamp_scan_num": 5961, + "n_keypoints": 31, + "kp_shape": [ + 31, + 4 + ] + }, + { + "dataset_index": 5951, + "timestamp_scan_num": 5962, + "n_keypoints": 34, + "kp_shape": [ + 34, + 4 + ] + }, + { + "dataset_index": 5952, + "timestamp_scan_num": 5963, + "n_keypoints": 35, + "kp_shape": [ + 35, + 4 + ] + }, + { + "dataset_index": 5953, + "timestamp_scan_num": 5964, + "n_keypoints": 33, + "kp_shape": [ + 33, + 4 + ] + }, + { + "dataset_index": 5954, + "timestamp_scan_num": 5965, + "n_keypoints": 37, + "kp_shape": [ + 37, + 4 + ] + }, + { + "dataset_index": 5955, + "timestamp_scan_num": 5966, + "n_keypoints": 33, + "kp_shape": [ + 33, + 4 + ] + }, + { + "dataset_index": 5956, + "timestamp_scan_num": 5967, + "n_keypoints": 31, + "kp_shape": [ + 31, + 4 + ] + }, + { + "dataset_index": 5957, + "timestamp_scan_num": 5968, + "n_keypoints": 32, + "kp_shape": [ + 32, + 4 + ] + }, + { + "dataset_index": 5958, + "timestamp_scan_num": 5969, + "n_keypoints": 33, + "kp_shape": [ + 33, + 4 + ] + }, + { + "dataset_index": 5959, + "timestamp_scan_num": 5970, + "n_keypoints": 37, + "kp_shape": [ + 37, + 4 + ] + }, + { + "dataset_index": 5960, + "timestamp_scan_num": 5971, + "n_keypoints": 36, + "kp_shape": [ + 36, + 4 + ] + }, + { + "dataset_index": 5961, + "timestamp_scan_num": 5972, + "n_keypoints": 30, + "kp_shape": [ + 30, + 4 + ] + }, + { + "dataset_index": 5962, + "timestamp_scan_num": 5973, + "n_keypoints": 35, + "kp_shape": [ + 35, + 4 + ] + }, + { + "dataset_index": 5963, + "timestamp_scan_num": 5974, + "n_keypoints": 38, + "kp_shape": [ + 38, + 4 + ] + }, + { + "dataset_index": 5964, + "timestamp_scan_num": 5975, + "n_keypoints": 34, + "kp_shape": [ + 34, + 4 + ] + }, + { + "dataset_index": 5965, + "timestamp_scan_num": 5976, + "n_keypoints": 37, + "kp_shape": [ + 37, + 4 + ] + }, + { + "dataset_index": 5966, + "timestamp_scan_num": 5977, + "n_keypoints": 32, + "kp_shape": [ + 32, + 4 + ] + }, + { + "dataset_index": 5967, + "timestamp_scan_num": 5978, + "n_keypoints": 36, + "kp_shape": [ + 36, + 4 + ] + }, + { + "dataset_index": 5968, + "timestamp_scan_num": 5979, + "n_keypoints": 36, + "kp_shape": [ + 36, + 4 + ] + }, + { + "dataset_index": 5969, + "timestamp_scan_num": 5980, + "n_keypoints": 32, + "kp_shape": [ + 32, + 4 + ] + }, + { + "dataset_index": 5970, + "timestamp_scan_num": 5981, + "n_keypoints": 37, + "kp_shape": [ + 37, + 4 + ] + }, + { + "dataset_index": 5971, + "timestamp_scan_num": 5982, + "n_keypoints": 37, + "kp_shape": [ + 37, + 4 + ] + }, + { + "dataset_index": 5972, + "timestamp_scan_num": 5983, + "n_keypoints": 33, + "kp_shape": [ + 33, + 4 + ] + }, + { + "dataset_index": 5973, + "timestamp_scan_num": 5984, + "n_keypoints": 33, + "kp_shape": [ + 33, + 4 + ] + }, + { + "dataset_index": 5974, + "timestamp_scan_num": 5985, + "n_keypoints": 31, + "kp_shape": [ + 31, + 4 + ] + }, + { + "dataset_index": 5975, + "timestamp_scan_num": 5986, + "n_keypoints": 36, + "kp_shape": [ + 36, + 4 + ] + }, + { + "dataset_index": 5976, + "timestamp_scan_num": 5987, + "n_keypoints": 35, + "kp_shape": [ + 35, + 4 + ] + }, + { + "dataset_index": 5977, + "timestamp_scan_num": 5988, + "n_keypoints": 36, + "kp_shape": [ + 36, + 4 + ] + }, + { + "dataset_index": 5978, + "timestamp_scan_num": 5989, + "n_keypoints": 29, + "kp_shape": [ + 29, + 4 + ] + }, + { + "dataset_index": 5979, + "timestamp_scan_num": 5990, + "n_keypoints": 31, + "kp_shape": [ + 31, + 4 + ] + }, + { + "dataset_index": 5980, + "timestamp_scan_num": 5991, + "n_keypoints": 36, + "kp_shape": [ + 36, + 4 + ] + }, + { + "dataset_index": 5981, + "timestamp_scan_num": 5992, + "n_keypoints": 35, + "kp_shape": [ + 35, + 4 + ] + }, + { + "dataset_index": 5982, + "timestamp_scan_num": 5993, + "n_keypoints": 35, + "kp_shape": [ + 35, + 4 + ] + }, + { + "dataset_index": 5983, + "timestamp_scan_num": 5994, + "n_keypoints": 33, + "kp_shape": [ + 33, + 4 + ] + }, + { + "dataset_index": 5984, + "timestamp_scan_num": 5995, + "n_keypoints": 34, + "kp_shape": [ + 34, + 4 + ] + }, + { + "dataset_index": 5985, + "timestamp_scan_num": 5996, + "n_keypoints": 33, + "kp_shape": [ + 33, + 4 + ] + }, + { + "dataset_index": 5986, + "timestamp_scan_num": 5997, + "n_keypoints": 34, + "kp_shape": [ + 34, + 4 + ] + }, + { + "dataset_index": 5987, + "timestamp_scan_num": 5998, + "n_keypoints": 30, + "kp_shape": [ + 30, + 4 + ] + }, + { + "dataset_index": 5988, + "timestamp_scan_num": 5999, + "n_keypoints": 32, + "kp_shape": [ + 32, + 4 + ] + }, + { + "dataset_index": 5989, + "timestamp_scan_num": 6000, + "n_keypoints": 33, + "kp_shape": [ + 33, + 4 + ] + }, + { + "dataset_index": 5990, + "timestamp_scan_num": 6001, + "n_keypoints": 29, + "kp_shape": [ + 29, + 4 + ] + }, + { + "dataset_index": 5991, + "timestamp_scan_num": 6002, + "n_keypoints": 34, + "kp_shape": [ + 34, + 4 + ] + }, + { + "dataset_index": 5992, + "timestamp_scan_num": 6003, + "n_keypoints": 30, + "kp_shape": [ + 30, + 4 + ] + }, + { + "dataset_index": 5993, + "timestamp_scan_num": 6004, + "n_keypoints": 33, + "kp_shape": [ + 33, + 4 + ] + }, + { + "dataset_index": 5994, + "timestamp_scan_num": 6005, + "n_keypoints": 36, + "kp_shape": [ + 36, + 4 + ] + }, + { + "dataset_index": 5995, + "timestamp_scan_num": 6006, + "n_keypoints": 32, + "kp_shape": [ + 32, + 4 + ] + }, + { + "dataset_index": 5996, + "timestamp_scan_num": 6007, + "n_keypoints": 31, + "kp_shape": [ + 31, + 4 + ] + }, + { + "dataset_index": 5997, + "timestamp_scan_num": 6008, + "n_keypoints": 33, + "kp_shape": [ + 33, + 4 + ] + }, + { + "dataset_index": 5998, + "timestamp_scan_num": 6009, + "n_keypoints": 28, + "kp_shape": [ + 28, + 4 + ] + }, + { + "dataset_index": 5999, + "timestamp_scan_num": 6010, + "n_keypoints": 32, + "kp_shape": [ + 32, + 4 + ] + }, + { + "dataset_index": 6000, + "timestamp_scan_num": 6011, + "n_keypoints": 33, + "kp_shape": [ + 33, + 4 + ] + }, + { + "dataset_index": 6001, + "timestamp_scan_num": 6012, + "n_keypoints": 29, + "kp_shape": [ + 29, + 4 + ] + }, + { + "dataset_index": 6002, + "timestamp_scan_num": 6013, + "n_keypoints": 35, + "kp_shape": [ + 35, + 4 + ] + }, + { + "dataset_index": 6003, + "timestamp_scan_num": 6014, + "n_keypoints": 30, + "kp_shape": [ + 30, + 4 + ] + }, + { + "dataset_index": 6004, + "timestamp_scan_num": 6015, + "n_keypoints": 35, + "kp_shape": [ + 35, + 4 + ] + }, + { + "dataset_index": 6005, + "timestamp_scan_num": 6016, + "n_keypoints": 30, + "kp_shape": [ + 30, + 4 + ] + }, + { + "dataset_index": 6006, + "timestamp_scan_num": 6017, + "n_keypoints": 31, + "kp_shape": [ + 31, + 4 + ] + }, + { + "dataset_index": 6007, + "timestamp_scan_num": 6018, + "n_keypoints": 35, + "kp_shape": [ + 35, + 4 + ] + }, + { + "dataset_index": 6008, + "timestamp_scan_num": 6019, + "n_keypoints": 29, + "kp_shape": [ + 29, + 4 + ] + } + ] +} \ No newline at end of file diff --git a/tgfz7_ablation_runs/exp3_no_dynamic_ms062/ntu_day_10/preview_summary.txt b/tgfz7_ablation_runs/exp3_no_dynamic_ms062/ntu_day_10/preview_summary.txt new file mode 100644 index 0000000000000000000000000000000000000000..03bf86d44a42fbe6eb5576a80de12839f6197fed --- /dev/null +++ b/tgfz7_ablation_runs/exp3_no_dynamic_ms062/ntu_day_10/preview_summary.txt @@ -0,0 +1,3240 @@ +MCD keypoint clustering +cluster_preset=sgpr_sk_rich +sequence=ntu_day_10 frames=3231 +out_dir=/home/data/CYD/data/MCD/tgfz7_ablation_runs/exp3_no_dynamic_ms062/ntu_day_10 +sgpr_sk_rich + MCD **raw** 0–28 + policy '/home/data/CYD/project/learn/OpenPloc-main_cyd/OpenPloc-main/datasets/mcd/label_map.yaml': n_raw_classes=16; yaml min_samples small/large/sparse=10/30/4 → raw_ms_mult=0.62 (floors 7/14/3 after scale); SGPR eps x 0.36 (floor 0.07 m) +exclude_compressed [1, 2, 3, 4, 5, 6, 7, 8]; raw_classes 22->16 + +Total keypoint rows (sum over frames): 158325 +Per-frame: + cloud_0011: n_keypoints=28 + cloud_0012: n_keypoints=32 + cloud_0013: n_keypoints=32 + cloud_0014: n_keypoints=26 + cloud_0015: n_keypoints=30 + cloud_0016: n_keypoints=28 + cloud_0017: n_keypoints=29 + cloud_0018: n_keypoints=29 + cloud_0019: n_keypoints=26 + cloud_0020: n_keypoints=33 + cloud_0021: n_keypoints=31 + cloud_0022: n_keypoints=34 + cloud_0023: n_keypoints=30 + cloud_0024: n_keypoints=27 + cloud_0025: n_keypoints=29 + cloud_0026: n_keypoints=24 + cloud_0027: n_keypoints=28 + cloud_0028: n_keypoints=26 + cloud_0029: n_keypoints=25 + cloud_0030: n_keypoints=24 + cloud_0031: n_keypoints=23 + cloud_0032: n_keypoints=26 + cloud_0033: n_keypoints=31 + cloud_0034: n_keypoints=29 + cloud_0035: n_keypoints=24 + cloud_0036: n_keypoints=28 + cloud_0037: n_keypoints=27 + cloud_0038: n_keypoints=25 + cloud_0039: n_keypoints=28 + cloud_0040: n_keypoints=23 + cloud_0041: n_keypoints=26 + cloud_0042: n_keypoints=29 + cloud_0043: n_keypoints=31 + cloud_0044: n_keypoints=32 + cloud_0045: n_keypoints=33 + cloud_0046: n_keypoints=30 + cloud_0047: n_keypoints=42 + cloud_0048: n_keypoints=42 + cloud_0049: n_keypoints=48 + cloud_0050: n_keypoints=51 + cloud_0051: n_keypoints=54 + cloud_0052: n_keypoints=54 + cloud_0053: n_keypoints=59 + cloud_0054: n_keypoints=65 + cloud_0055: n_keypoints=57 + cloud_0056: n_keypoints=50 + cloud_0057: n_keypoints=48 + cloud_0058: n_keypoints=53 + cloud_0059: n_keypoints=50 + cloud_0060: n_keypoints=49 + cloud_0061: n_keypoints=43 + cloud_0062: n_keypoints=36 + cloud_0063: n_keypoints=40 + cloud_0064: n_keypoints=39 + cloud_0065: n_keypoints=27 + cloud_0066: n_keypoints=36 + cloud_0067: n_keypoints=38 + cloud_0068: n_keypoints=42 + cloud_0069: n_keypoints=44 + cloud_0070: n_keypoints=40 + cloud_0071: n_keypoints=43 + cloud_0072: n_keypoints=45 + cloud_0073: n_keypoints=48 + cloud_0074: n_keypoints=57 + cloud_0075: n_keypoints=61 + cloud_0076: n_keypoints=50 + cloud_0077: n_keypoints=44 + cloud_0078: n_keypoints=59 + cloud_0079: n_keypoints=53 + cloud_0080: n_keypoints=54 + cloud_0081: n_keypoints=44 + cloud_0082: n_keypoints=58 + cloud_0083: n_keypoints=44 + cloud_0084: n_keypoints=59 + cloud_0085: n_keypoints=51 + cloud_0086: n_keypoints=53 + cloud_0087: n_keypoints=57 + cloud_0088: n_keypoints=49 + cloud_0089: n_keypoints=65 + cloud_0090: n_keypoints=46 + cloud_0091: n_keypoints=53 + cloud_0092: n_keypoints=41 + cloud_0093: n_keypoints=52 + cloud_0094: n_keypoints=46 + cloud_0095: n_keypoints=38 + cloud_0096: n_keypoints=60 + cloud_0097: n_keypoints=36 + cloud_0098: n_keypoints=39 + cloud_0099: n_keypoints=44 + cloud_0100: n_keypoints=33 + cloud_0101: n_keypoints=48 + cloud_0102: n_keypoints=35 + cloud_0103: n_keypoints=44 + cloud_0104: n_keypoints=42 + cloud_0105: n_keypoints=34 + cloud_0106: n_keypoints=38 + cloud_0107: n_keypoints=37 + cloud_0108: n_keypoints=39 + cloud_0109: n_keypoints=40 + cloud_0110: n_keypoints=34 + cloud_0111: n_keypoints=39 + cloud_0112: n_keypoints=48 + cloud_0113: n_keypoints=37 + cloud_0114: n_keypoints=47 + cloud_0115: n_keypoints=43 + cloud_0116: n_keypoints=37 + cloud_0117: n_keypoints=43 + cloud_0118: n_keypoints=33 + cloud_0119: n_keypoints=37 + cloud_0120: n_keypoints=33 + cloud_0121: n_keypoints=34 + cloud_0122: n_keypoints=45 + cloud_0123: n_keypoints=32 + cloud_0124: n_keypoints=38 + cloud_0125: n_keypoints=46 + cloud_0126: n_keypoints=42 + cloud_0127: n_keypoints=41 + cloud_0128: n_keypoints=42 + cloud_0129: n_keypoints=36 + cloud_0130: n_keypoints=41 + cloud_0131: n_keypoints=42 + cloud_0132: n_keypoints=42 + cloud_0133: n_keypoints=40 + cloud_0134: n_keypoints=38 + cloud_0135: n_keypoints=35 + cloud_0136: n_keypoints=33 + cloud_0137: n_keypoints=37 + cloud_0138: n_keypoints=45 + cloud_0139: n_keypoints=38 + cloud_0140: n_keypoints=44 + cloud_0141: n_keypoints=35 + cloud_0142: n_keypoints=40 + cloud_0143: n_keypoints=52 + cloud_0144: n_keypoints=39 + cloud_0145: n_keypoints=36 + cloud_0146: n_keypoints=46 + cloud_0147: n_keypoints=35 + cloud_0148: n_keypoints=42 + cloud_0149: n_keypoints=38 + cloud_0150: n_keypoints=48 + cloud_0151: n_keypoints=43 + cloud_0152: n_keypoints=39 + cloud_0153: n_keypoints=45 + cloud_0154: n_keypoints=38 + cloud_0155: n_keypoints=38 + cloud_0156: n_keypoints=43 + cloud_0157: n_keypoints=39 + cloud_0158: n_keypoints=46 + cloud_0159: n_keypoints=45 + cloud_0160: n_keypoints=44 + cloud_0161: n_keypoints=49 + cloud_0162: n_keypoints=43 + cloud_0163: n_keypoints=44 + cloud_0164: n_keypoints=42 + cloud_0165: n_keypoints=43 + cloud_0166: n_keypoints=43 + cloud_0167: n_keypoints=39 + cloud_0168: n_keypoints=41 + cloud_0169: n_keypoints=49 + cloud_0170: n_keypoints=39 + cloud_0171: n_keypoints=41 + cloud_0172: n_keypoints=41 + cloud_0173: n_keypoints=40 + cloud_0174: n_keypoints=51 + cloud_0175: n_keypoints=42 + cloud_0176: n_keypoints=54 + cloud_0177: n_keypoints=49 + cloud_0178: n_keypoints=50 + cloud_0179: n_keypoints=51 + cloud_0180: n_keypoints=46 + cloud_0181: n_keypoints=49 + cloud_0182: n_keypoints=52 + cloud_0183: n_keypoints=55 + cloud_0184: n_keypoints=51 + cloud_0185: n_keypoints=46 + cloud_0186: n_keypoints=50 + cloud_0187: n_keypoints=53 + cloud_0188: n_keypoints=58 + cloud_0189: n_keypoints=59 + cloud_0190: n_keypoints=58 + cloud_0191: n_keypoints=60 + cloud_0192: n_keypoints=55 + cloud_0193: n_keypoints=44 + cloud_0194: n_keypoints=46 + cloud_0195: n_keypoints=54 + cloud_0196: n_keypoints=61 + cloud_0197: n_keypoints=51 + cloud_0198: n_keypoints=57 + cloud_0199: n_keypoints=52 + cloud_0200: n_keypoints=52 + cloud_0201: n_keypoints=56 + cloud_0202: n_keypoints=60 + cloud_0203: n_keypoints=57 + cloud_0204: n_keypoints=52 + cloud_0205: n_keypoints=58 + cloud_0206: n_keypoints=63 + cloud_0207: n_keypoints=69 + cloud_0208: n_keypoints=67 + cloud_0209: n_keypoints=73 + cloud_0210: n_keypoints=68 + cloud_0211: n_keypoints=69 + cloud_0212: n_keypoints=70 + cloud_0213: n_keypoints=75 + cloud_0214: n_keypoints=78 + cloud_0215: n_keypoints=72 + cloud_0216: n_keypoints=62 + cloud_0217: n_keypoints=67 + cloud_0218: n_keypoints=73 + cloud_0219: n_keypoints=68 + cloud_0220: n_keypoints=64 + cloud_0221: n_keypoints=52 + cloud_0222: n_keypoints=58 + cloud_0223: n_keypoints=62 + cloud_0224: n_keypoints=65 + cloud_0225: n_keypoints=58 + cloud_0226: n_keypoints=66 + cloud_0227: n_keypoints=62 + cloud_0228: n_keypoints=70 + cloud_0229: n_keypoints=69 + cloud_0230: n_keypoints=69 + cloud_0231: n_keypoints=70 + cloud_0232: n_keypoints=66 + cloud_0233: n_keypoints=73 + cloud_0234: n_keypoints=80 + cloud_0235: n_keypoints=78 + cloud_0236: n_keypoints=74 + cloud_0237: n_keypoints=66 + cloud_0238: n_keypoints=68 + cloud_0239: n_keypoints=77 + cloud_0240: n_keypoints=64 + cloud_0241: n_keypoints=77 + cloud_0242: n_keypoints=69 + cloud_0243: n_keypoints=81 + cloud_0244: n_keypoints=83 + cloud_0245: n_keypoints=68 + cloud_0246: n_keypoints=82 + cloud_0247: n_keypoints=78 + cloud_0248: n_keypoints=76 + cloud_0249: n_keypoints=90 + cloud_0250: n_keypoints=75 + cloud_0251: n_keypoints=81 + cloud_0252: n_keypoints=87 + cloud_0253: n_keypoints=68 + cloud_0254: n_keypoints=79 + cloud_0255: n_keypoints=81 + cloud_0256: n_keypoints=79 + cloud_0257: n_keypoints=95 + cloud_0258: n_keypoints=79 + cloud_0259: n_keypoints=82 + cloud_0260: n_keypoints=72 + cloud_0261: n_keypoints=64 + cloud_0262: n_keypoints=71 + cloud_0263: n_keypoints=75 + cloud_0264: n_keypoints=83 + cloud_0265: n_keypoints=78 + cloud_0266: n_keypoints=72 + cloud_0267: n_keypoints=76 + cloud_0268: n_keypoints=72 + cloud_0269: n_keypoints=59 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n_keypoints=56 + cloud_0305: n_keypoints=66 + cloud_0306: n_keypoints=66 + cloud_0307: n_keypoints=63 + cloud_0308: n_keypoints=62 + cloud_0309: n_keypoints=64 + cloud_0310: n_keypoints=65 + cloud_0311: n_keypoints=55 + cloud_0312: n_keypoints=67 + cloud_0313: n_keypoints=65 + cloud_0314: n_keypoints=58 + cloud_0315: n_keypoints=63 + cloud_0316: n_keypoints=56 + cloud_0317: n_keypoints=75 + cloud_0318: n_keypoints=66 + cloud_0319: n_keypoints=74 + cloud_0320: n_keypoints=64 + cloud_0321: n_keypoints=81 + cloud_0322: n_keypoints=73 + cloud_0323: n_keypoints=73 + cloud_0324: n_keypoints=83 + cloud_0325: n_keypoints=69 + cloud_0326: n_keypoints=71 + cloud_0327: n_keypoints=55 + cloud_0328: n_keypoints=63 + cloud_0329: n_keypoints=62 + cloud_0330: n_keypoints=62 + cloud_0331: n_keypoints=71 + cloud_0332: n_keypoints=51 + cloud_0333: n_keypoints=55 + cloud_0334: n_keypoints=56 + cloud_0335: n_keypoints=59 + cloud_0336: n_keypoints=55 + cloud_0337: n_keypoints=62 + cloud_0338: n_keypoints=63 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n_keypoints=61 + cloud_0374: n_keypoints=64 + cloud_0375: n_keypoints=58 + cloud_0376: n_keypoints=65 + cloud_0377: n_keypoints=72 + cloud_0378: n_keypoints=62 + cloud_0379: n_keypoints=64 + cloud_0380: n_keypoints=61 + cloud_0381: n_keypoints=56 + cloud_0382: n_keypoints=56 + cloud_0383: n_keypoints=55 + cloud_0384: n_keypoints=59 + cloud_0385: n_keypoints=54 + cloud_0386: n_keypoints=54 + cloud_0387: n_keypoints=50 + cloud_0388: n_keypoints=73 + cloud_0389: n_keypoints=60 + cloud_0390: n_keypoints=67 + cloud_0391: n_keypoints=61 + cloud_0392: n_keypoints=58 + cloud_0393: n_keypoints=59 + cloud_0394: n_keypoints=53 + cloud_0395: n_keypoints=56 + cloud_0396: n_keypoints=56 + cloud_0397: n_keypoints=59 + cloud_0398: n_keypoints=65 + cloud_0399: n_keypoints=60 + cloud_0400: n_keypoints=66 + cloud_0401: n_keypoints=62 + cloud_0402: n_keypoints=50 + cloud_0403: n_keypoints=63 + cloud_0404: n_keypoints=70 + cloud_0405: n_keypoints=68 + cloud_0406: n_keypoints=71 + cloud_0407: n_keypoints=65 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n_keypoints=67 + cloud_0443: n_keypoints=63 + cloud_0444: n_keypoints=69 + cloud_0445: n_keypoints=61 + cloud_0446: n_keypoints=69 + cloud_0447: n_keypoints=63 + cloud_0448: n_keypoints=80 + cloud_0449: n_keypoints=70 + cloud_0450: n_keypoints=73 + cloud_0451: n_keypoints=54 + cloud_0452: n_keypoints=52 + cloud_0453: n_keypoints=67 + cloud_0454: n_keypoints=53 + cloud_0455: n_keypoints=52 + cloud_0456: n_keypoints=60 + cloud_0457: n_keypoints=59 + cloud_0458: n_keypoints=55 + cloud_0459: n_keypoints=58 + cloud_0460: n_keypoints=64 + cloud_0461: n_keypoints=50 + cloud_0462: n_keypoints=46 + cloud_0463: n_keypoints=44 + cloud_0464: n_keypoints=47 + cloud_0465: n_keypoints=51 + cloud_0466: n_keypoints=63 + cloud_0467: n_keypoints=78 + cloud_0468: n_keypoints=73 + cloud_0469: n_keypoints=56 + cloud_0470: n_keypoints=55 + cloud_0471: n_keypoints=64 + cloud_0472: n_keypoints=52 + cloud_0473: n_keypoints=54 + cloud_0474: n_keypoints=49 + cloud_0475: n_keypoints=53 + cloud_0476: n_keypoints=45 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n_keypoints=69 + cloud_0512: n_keypoints=64 + cloud_0513: n_keypoints=55 + cloud_0514: n_keypoints=67 + cloud_0515: n_keypoints=91 + cloud_0516: n_keypoints=79 + cloud_0517: n_keypoints=69 + cloud_0518: n_keypoints=70 + cloud_0519: n_keypoints=72 + cloud_0520: n_keypoints=71 + cloud_0521: n_keypoints=68 + cloud_0522: n_keypoints=66 + cloud_0523: n_keypoints=74 + cloud_0524: n_keypoints=68 + cloud_0525: n_keypoints=61 + cloud_0526: n_keypoints=61 + cloud_0527: n_keypoints=63 + cloud_0528: n_keypoints=71 + cloud_0529: n_keypoints=59 + cloud_0530: n_keypoints=67 + cloud_0531: n_keypoints=60 + cloud_0532: n_keypoints=49 + cloud_0533: n_keypoints=50 + cloud_0534: n_keypoints=55 + cloud_0535: n_keypoints=66 + cloud_0536: n_keypoints=65 + cloud_0537: n_keypoints=67 + cloud_0538: n_keypoints=78 + cloud_0539: n_keypoints=73 + cloud_0540: n_keypoints=70 + cloud_0541: n_keypoints=57 + cloud_0542: n_keypoints=75 + cloud_0543: n_keypoints=64 + cloud_0544: n_keypoints=69 + cloud_0545: n_keypoints=57 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n_keypoints=40 + cloud_0581: n_keypoints=39 + cloud_0582: n_keypoints=36 + cloud_0583: n_keypoints=44 + cloud_0584: n_keypoints=49 + cloud_0585: n_keypoints=40 + cloud_0586: n_keypoints=42 + cloud_0587: n_keypoints=40 + cloud_0588: n_keypoints=45 + cloud_0589: n_keypoints=41 + cloud_0590: n_keypoints=43 + cloud_0591: n_keypoints=43 + cloud_0592: n_keypoints=55 + cloud_0593: n_keypoints=39 + cloud_0594: n_keypoints=48 + cloud_0595: n_keypoints=38 + cloud_0596: n_keypoints=40 + cloud_0597: n_keypoints=46 + cloud_0598: n_keypoints=41 + cloud_0599: n_keypoints=42 + cloud_0600: n_keypoints=38 + cloud_0601: n_keypoints=41 + cloud_0602: n_keypoints=59 + cloud_0603: n_keypoints=55 + cloud_0604: n_keypoints=56 + cloud_0605: n_keypoints=60 + cloud_0606: n_keypoints=58 + cloud_0607: n_keypoints=59 + cloud_0608: n_keypoints=59 + cloud_0609: n_keypoints=59 + cloud_0610: n_keypoints=46 + cloud_0611: n_keypoints=42 + cloud_0612: n_keypoints=44 + cloud_0613: n_keypoints=47 + cloud_0614: n_keypoints=39 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n_keypoints=49 + cloud_0650: n_keypoints=43 + cloud_0651: n_keypoints=48 + cloud_0652: n_keypoints=42 + cloud_0653: n_keypoints=41 + cloud_0654: n_keypoints=49 + cloud_0655: n_keypoints=46 + cloud_0656: n_keypoints=46 + cloud_0657: n_keypoints=53 + cloud_0658: n_keypoints=44 + cloud_0659: n_keypoints=47 + cloud_0660: n_keypoints=43 + cloud_0661: n_keypoints=41 + cloud_0662: n_keypoints=42 + cloud_0663: n_keypoints=52 + cloud_0664: n_keypoints=49 + cloud_0665: n_keypoints=51 + cloud_0666: n_keypoints=48 + cloud_0667: n_keypoints=48 + cloud_0668: n_keypoints=52 + cloud_0669: n_keypoints=50 + cloud_0670: n_keypoints=48 + cloud_0671: n_keypoints=45 + cloud_0672: n_keypoints=53 + cloud_0673: n_keypoints=46 + cloud_0674: n_keypoints=64 + cloud_0675: n_keypoints=61 + cloud_0676: n_keypoints=68 + cloud_0677: n_keypoints=75 + cloud_0678: n_keypoints=60 + cloud_0679: n_keypoints=64 + cloud_0680: n_keypoints=64 + cloud_0681: n_keypoints=72 + cloud_0682: n_keypoints=81 + cloud_0683: n_keypoints=70 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n_keypoints=57 + cloud_0719: n_keypoints=64 + cloud_0720: n_keypoints=64 + cloud_0721: n_keypoints=67 + cloud_0722: n_keypoints=62 + cloud_0723: n_keypoints=55 + cloud_0724: n_keypoints=55 + cloud_0725: n_keypoints=50 + cloud_0726: n_keypoints=70 + cloud_0727: n_keypoints=70 + cloud_0728: n_keypoints=58 + cloud_0729: n_keypoints=58 + cloud_0730: n_keypoints=48 + cloud_0731: n_keypoints=48 + cloud_0732: n_keypoints=48 + cloud_0733: n_keypoints=45 + cloud_0734: n_keypoints=41 + cloud_0735: n_keypoints=42 + cloud_0736: n_keypoints=39 + cloud_0737: n_keypoints=37 + cloud_0738: n_keypoints=41 + cloud_0739: n_keypoints=54 + cloud_0740: n_keypoints=50 + cloud_0741: n_keypoints=46 + cloud_0742: n_keypoints=48 + cloud_0743: n_keypoints=46 + cloud_0744: n_keypoints=41 + cloud_0745: n_keypoints=43 + cloud_0746: n_keypoints=38 + cloud_0747: n_keypoints=44 + cloud_0748: n_keypoints=39 + cloud_0749: n_keypoints=42 + cloud_0750: n_keypoints=42 + cloud_0751: n_keypoints=49 + cloud_0752: n_keypoints=49 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n_keypoints=32 + cloud_0788: n_keypoints=28 + cloud_0789: n_keypoints=25 + cloud_0790: n_keypoints=34 + cloud_0791: n_keypoints=33 + cloud_0792: n_keypoints=30 + cloud_0793: n_keypoints=35 + cloud_0794: n_keypoints=31 + cloud_0795: n_keypoints=32 + cloud_0796: n_keypoints=33 + cloud_0797: n_keypoints=35 + cloud_0798: n_keypoints=38 + cloud_0799: n_keypoints=30 + cloud_0800: n_keypoints=35 + cloud_0801: n_keypoints=42 + cloud_0802: n_keypoints=44 + cloud_0803: n_keypoints=42 + cloud_0804: n_keypoints=39 + cloud_0805: n_keypoints=48 + cloud_0806: n_keypoints=44 + cloud_0807: n_keypoints=45 + cloud_0808: n_keypoints=42 + cloud_0809: n_keypoints=38 + cloud_0810: n_keypoints=51 + cloud_0811: n_keypoints=44 + cloud_0812: n_keypoints=48 + cloud_0813: n_keypoints=46 + cloud_0814: n_keypoints=55 + cloud_0815: n_keypoints=45 + cloud_0816: n_keypoints=48 + cloud_0817: n_keypoints=59 + cloud_0818: n_keypoints=45 + cloud_0819: n_keypoints=49 + cloud_0820: n_keypoints=56 + cloud_0821: n_keypoints=50 + cloud_0822: n_keypoints=53 + cloud_0823: n_keypoints=58 + cloud_0824: n_keypoints=43 + cloud_0825: n_keypoints=49 + cloud_0826: n_keypoints=52 + cloud_0827: n_keypoints=40 + cloud_0828: n_keypoints=39 + cloud_0829: n_keypoints=45 + cloud_0830: n_keypoints=37 + cloud_0831: n_keypoints=51 + cloud_0832: n_keypoints=41 + cloud_0833: n_keypoints=26 + cloud_0834: n_keypoints=42 + cloud_0835: n_keypoints=34 + cloud_0836: n_keypoints=40 + cloud_0837: n_keypoints=43 + cloud_0838: n_keypoints=30 + cloud_0839: n_keypoints=41 + cloud_0840: n_keypoints=50 + cloud_0841: n_keypoints=47 + cloud_0842: n_keypoints=55 + cloud_0843: n_keypoints=47 + cloud_0844: n_keypoints=53 + cloud_0845: n_keypoints=44 + cloud_0846: n_keypoints=63 + cloud_0847: n_keypoints=52 + cloud_0848: n_keypoints=57 + cloud_0849: n_keypoints=59 + cloud_0850: n_keypoints=49 + cloud_0851: n_keypoints=46 + cloud_0852: n_keypoints=56 + cloud_0853: n_keypoints=55 + cloud_0854: n_keypoints=58 + cloud_0855: n_keypoints=52 + cloud_0856: n_keypoints=57 + cloud_0857: n_keypoints=47 + cloud_0858: n_keypoints=47 + cloud_0859: n_keypoints=55 + cloud_0860: n_keypoints=50 + cloud_0861: n_keypoints=59 + cloud_0862: n_keypoints=66 + cloud_0863: n_keypoints=59 + cloud_0864: n_keypoints=59 + cloud_0865: n_keypoints=61 + cloud_0866: n_keypoints=64 + cloud_0867: n_keypoints=63 + cloud_0868: n_keypoints=66 + cloud_0869: n_keypoints=64 + cloud_0870: n_keypoints=64 + cloud_0871: n_keypoints=54 + cloud_0872: n_keypoints=58 + cloud_0873: n_keypoints=65 + cloud_0874: n_keypoints=54 + cloud_0875: n_keypoints=63 + cloud_0876: n_keypoints=50 + cloud_0877: n_keypoints=52 + cloud_0878: n_keypoints=56 + cloud_0879: n_keypoints=55 + cloud_0880: n_keypoints=56 + cloud_0881: n_keypoints=53 + cloud_0882: n_keypoints=45 + cloud_0883: n_keypoints=49 + cloud_0884: n_keypoints=41 + cloud_0885: n_keypoints=40 + cloud_0886: n_keypoints=42 + cloud_0887: n_keypoints=43 + cloud_0888: n_keypoints=43 + cloud_0889: n_keypoints=48 + cloud_0890: n_keypoints=48 + cloud_0891: n_keypoints=48 + cloud_0892: n_keypoints=45 + cloud_0893: n_keypoints=40 + cloud_0894: n_keypoints=48 + cloud_0895: n_keypoints=37 + cloud_0896: n_keypoints=43 + cloud_0897: n_keypoints=46 + cloud_0898: n_keypoints=41 + cloud_0899: n_keypoints=50 + cloud_0900: n_keypoints=44 + cloud_0901: n_keypoints=40 + cloud_0902: n_keypoints=53 + cloud_0903: n_keypoints=41 + cloud_0904: n_keypoints=44 + cloud_0905: n_keypoints=52 + cloud_0906: n_keypoints=42 + cloud_0907: n_keypoints=49 + cloud_0908: n_keypoints=39 + cloud_0909: n_keypoints=43 + cloud_0910: n_keypoints=46 + cloud_0911: n_keypoints=44 + cloud_0912: n_keypoints=45 + cloud_0913: n_keypoints=48 + cloud_0914: n_keypoints=41 + cloud_0915: n_keypoints=43 + cloud_0916: n_keypoints=40 + cloud_0917: n_keypoints=43 + cloud_0918: n_keypoints=39 + cloud_0919: n_keypoints=36 + cloud_0920: n_keypoints=44 + cloud_0921: n_keypoints=42 + cloud_0922: n_keypoints=34 + cloud_0923: n_keypoints=37 + cloud_0924: n_keypoints=38 + cloud_0925: n_keypoints=39 + cloud_0926: n_keypoints=33 + cloud_0927: n_keypoints=31 + cloud_0928: n_keypoints=35 + cloud_0929: n_keypoints=33 + cloud_0930: n_keypoints=29 + cloud_0931: n_keypoints=31 + cloud_0932: n_keypoints=33 + cloud_0933: n_keypoints=35 + cloud_0934: n_keypoints=29 + cloud_0935: n_keypoints=26 + cloud_0936: n_keypoints=28 + cloud_0937: n_keypoints=26 + cloud_0938: n_keypoints=26 + cloud_0939: n_keypoints=29 + cloud_0940: n_keypoints=23 + cloud_0941: n_keypoints=26 + cloud_0942: n_keypoints=21 + cloud_0943: n_keypoints=31 + cloud_0944: n_keypoints=28 + cloud_0945: n_keypoints=27 + cloud_0946: n_keypoints=30 + cloud_0947: n_keypoints=24 + cloud_0948: n_keypoints=35 + cloud_0949: n_keypoints=34 + cloud_0950: n_keypoints=40 + cloud_0951: n_keypoints=37 + cloud_0952: n_keypoints=42 + cloud_0953: n_keypoints=44 + cloud_0954: n_keypoints=38 + cloud_0955: n_keypoints=40 + cloud_0956: n_keypoints=46 + cloud_0957: n_keypoints=53 + cloud_0958: n_keypoints=44 + cloud_0959: n_keypoints=49 + cloud_0960: n_keypoints=54 + cloud_0961: n_keypoints=54 + cloud_0962: n_keypoints=60 + cloud_0963: n_keypoints=59 + cloud_0964: n_keypoints=72 + cloud_0965: n_keypoints=64 + cloud_0966: n_keypoints=80 + cloud_0967: n_keypoints=70 + cloud_0968: n_keypoints=61 + cloud_0969: n_keypoints=59 + cloud_0970: n_keypoints=62 + cloud_0971: n_keypoints=54 + cloud_0972: n_keypoints=54 + cloud_0973: n_keypoints=50 + cloud_0974: n_keypoints=49 + cloud_0975: n_keypoints=55 + cloud_0976: n_keypoints=40 + cloud_0977: n_keypoints=53 + cloud_0978: n_keypoints=55 + cloud_0979: n_keypoints=53 + cloud_0980: n_keypoints=56 + cloud_0981: n_keypoints=49 + cloud_0982: n_keypoints=58 + cloud_0983: n_keypoints=49 + cloud_0984: n_keypoints=59 + cloud_0985: n_keypoints=58 + cloud_0986: n_keypoints=54 + cloud_0987: n_keypoints=66 + cloud_0988: n_keypoints=53 + cloud_0989: n_keypoints=55 + cloud_0990: n_keypoints=49 + cloud_0991: n_keypoints=49 + cloud_0992: n_keypoints=50 + cloud_0993: n_keypoints=54 + cloud_0994: n_keypoints=50 + cloud_0995: n_keypoints=53 + cloud_0996: n_keypoints=49 + cloud_0997: n_keypoints=45 + cloud_0998: n_keypoints=37 + cloud_0999: n_keypoints=45 + cloud_1000: n_keypoints=39 + cloud_1001: n_keypoints=39 + cloud_1002: n_keypoints=43 + cloud_1003: n_keypoints=40 + cloud_1004: n_keypoints=42 + cloud_1005: n_keypoints=40 + cloud_1006: n_keypoints=39 + cloud_1007: n_keypoints=53 + cloud_1008: n_keypoints=45 + cloud_1009: n_keypoints=53 + cloud_1010: n_keypoints=45 + cloud_1011: n_keypoints=51 + cloud_1012: n_keypoints=61 + cloud_1013: n_keypoints=52 + cloud_1014: n_keypoints=51 + cloud_1015: n_keypoints=54 + cloud_1016: n_keypoints=57 + cloud_1017: n_keypoints=47 + cloud_1018: n_keypoints=50 + cloud_1019: n_keypoints=51 + cloud_1020: n_keypoints=37 + cloud_1021: n_keypoints=48 + cloud_1022: n_keypoints=55 + cloud_1023: n_keypoints=51 + cloud_1024: n_keypoints=48 + cloud_1025: n_keypoints=57 + cloud_1026: n_keypoints=54 + cloud_1027: n_keypoints=53 + cloud_1028: n_keypoints=51 + cloud_1029: n_keypoints=58 + cloud_1030: n_keypoints=52 + cloud_1031: n_keypoints=53 + cloud_1032: n_keypoints=44 + cloud_1033: n_keypoints=40 + cloud_1034: n_keypoints=52 + cloud_1035: n_keypoints=41 + cloud_1036: n_keypoints=45 + cloud_1037: n_keypoints=45 + cloud_1038: n_keypoints=38 + cloud_1039: n_keypoints=42 + cloud_1040: n_keypoints=37 + cloud_1041: n_keypoints=46 + cloud_1042: n_keypoints=56 + cloud_1043: n_keypoints=46 + cloud_1044: n_keypoints=53 + cloud_1045: n_keypoints=50 + cloud_1046: n_keypoints=59 + cloud_1047: n_keypoints=55 + cloud_1048: n_keypoints=62 + cloud_1049: n_keypoints=58 + cloud_1050: n_keypoints=56 + cloud_1051: n_keypoints=60 + cloud_1052: n_keypoints=63 + cloud_1053: n_keypoints=65 + cloud_1054: n_keypoints=62 + cloud_1055: n_keypoints=69 + cloud_1056: n_keypoints=60 + cloud_1057: n_keypoints=63 + cloud_1058: n_keypoints=64 + cloud_1059: n_keypoints=53 + cloud_1060: n_keypoints=64 + cloud_1061: n_keypoints=64 + cloud_1062: n_keypoints=55 + cloud_1063: n_keypoints=65 + cloud_1064: n_keypoints=55 + cloud_1065: n_keypoints=59 + cloud_1066: n_keypoints=57 + cloud_1067: n_keypoints=55 + cloud_1068: n_keypoints=51 + cloud_1069: n_keypoints=56 + cloud_1070: n_keypoints=43 + cloud_1071: n_keypoints=48 + cloud_1072: n_keypoints=53 + cloud_1073: n_keypoints=37 + cloud_1074: n_keypoints=50 + cloud_1075: n_keypoints=42 + cloud_1076: n_keypoints=54 + cloud_1077: n_keypoints=44 + cloud_1078: n_keypoints=49 + cloud_1079: n_keypoints=47 + cloud_1080: n_keypoints=43 + cloud_1081: n_keypoints=39 + cloud_1082: n_keypoints=50 + cloud_1083: n_keypoints=45 + cloud_1084: n_keypoints=53 + cloud_1085: n_keypoints=49 + cloud_1086: n_keypoints=52 + cloud_1087: n_keypoints=58 + cloud_1088: n_keypoints=52 + cloud_1089: n_keypoints=63 + cloud_1090: n_keypoints=62 + cloud_1091: n_keypoints=56 + cloud_1092: n_keypoints=59 + cloud_1093: n_keypoints=45 + cloud_1094: n_keypoints=53 + cloud_1095: n_keypoints=59 + cloud_1096: n_keypoints=45 + cloud_1097: n_keypoints=47 + cloud_1098: n_keypoints=35 + cloud_1099: n_keypoints=27 + cloud_1100: n_keypoints=26 + cloud_1101: n_keypoints=26 + cloud_1102: n_keypoints=31 + cloud_1103: n_keypoints=28 + cloud_1104: n_keypoints=32 + cloud_1105: n_keypoints=33 + cloud_1106: n_keypoints=32 + cloud_1107: n_keypoints=40 + cloud_1108: n_keypoints=37 + cloud_1109: n_keypoints=44 + cloud_1110: n_keypoints=46 + cloud_1111: n_keypoints=44 + cloud_1112: n_keypoints=52 + cloud_1113: n_keypoints=44 + cloud_1114: n_keypoints=40 + cloud_1115: n_keypoints=36 + cloud_1116: n_keypoints=40 + cloud_1117: n_keypoints=43 + cloud_1118: n_keypoints=49 + cloud_1119: n_keypoints=40 + cloud_1120: n_keypoints=31 + cloud_1121: n_keypoints=39 + cloud_1122: n_keypoints=39 + cloud_1123: n_keypoints=41 + cloud_1124: n_keypoints=34 + cloud_1125: n_keypoints=32 + cloud_1126: n_keypoints=33 + cloud_1127: n_keypoints=26 + cloud_1128: n_keypoints=28 + cloud_1129: n_keypoints=27 + cloud_1130: n_keypoints=33 + cloud_1131: n_keypoints=32 + cloud_1132: n_keypoints=42 + cloud_1133: n_keypoints=45 + cloud_1134: n_keypoints=38 + cloud_1135: n_keypoints=36 + cloud_1136: n_keypoints=45 + cloud_1137: n_keypoints=47 + cloud_1138: n_keypoints=41 + cloud_1139: n_keypoints=47 + cloud_1140: n_keypoints=48 + cloud_1141: n_keypoints=49 + cloud_1142: n_keypoints=49 + cloud_1143: n_keypoints=41 + cloud_1144: n_keypoints=54 + cloud_1145: n_keypoints=48 + cloud_1146: n_keypoints=49 + cloud_1147: n_keypoints=57 + cloud_1148: n_keypoints=52 + cloud_1149: n_keypoints=62 + cloud_1150: n_keypoints=54 + cloud_1151: n_keypoints=56 + cloud_1152: n_keypoints=59 + cloud_1153: n_keypoints=47 + cloud_1154: n_keypoints=51 + cloud_1155: n_keypoints=47 + cloud_1156: n_keypoints=51 + cloud_1157: n_keypoints=51 + cloud_1158: n_keypoints=50 + cloud_1159: n_keypoints=43 + cloud_1160: n_keypoints=54 + cloud_1161: n_keypoints=48 + cloud_1162: n_keypoints=59 + cloud_1163: n_keypoints=51 + cloud_1164: n_keypoints=56 + cloud_1165: n_keypoints=58 + cloud_1166: n_keypoints=50 + cloud_1167: n_keypoints=57 + cloud_1168: n_keypoints=48 + cloud_1169: n_keypoints=62 + cloud_1170: n_keypoints=57 + cloud_1171: n_keypoints=53 + cloud_1172: n_keypoints=54 + cloud_1173: n_keypoints=60 + cloud_1174: n_keypoints=45 + cloud_1175: n_keypoints=57 + cloud_1176: n_keypoints=38 + cloud_1177: n_keypoints=44 + cloud_1178: n_keypoints=47 + cloud_1179: n_keypoints=46 + cloud_1180: n_keypoints=44 + cloud_1181: n_keypoints=39 + cloud_1182: n_keypoints=39 + cloud_1183: n_keypoints=45 + cloud_1184: n_keypoints=43 + cloud_1185: n_keypoints=46 + cloud_1186: n_keypoints=40 + cloud_1187: n_keypoints=39 + cloud_1188: n_keypoints=41 + cloud_1189: n_keypoints=44 + cloud_1190: n_keypoints=45 + cloud_1191: n_keypoints=38 + cloud_1192: n_keypoints=43 + cloud_1193: n_keypoints=37 + cloud_1194: n_keypoints=46 + cloud_1195: n_keypoints=47 + cloud_1196: n_keypoints=45 + cloud_1197: n_keypoints=46 + cloud_1198: n_keypoints=46 + cloud_1199: n_keypoints=50 + cloud_1200: n_keypoints=47 + cloud_1201: n_keypoints=49 + cloud_1202: n_keypoints=47 + cloud_1203: n_keypoints=39 + cloud_1204: n_keypoints=47 + cloud_1205: n_keypoints=46 + cloud_1206: n_keypoints=43 + cloud_1207: n_keypoints=57 + cloud_1208: n_keypoints=46 + cloud_1209: n_keypoints=57 + cloud_1210: n_keypoints=60 + cloud_1211: n_keypoints=56 + cloud_1212: n_keypoints=53 + cloud_1213: n_keypoints=62 + cloud_1214: n_keypoints=57 + cloud_1215: n_keypoints=56 + cloud_1216: n_keypoints=57 + cloud_1217: n_keypoints=65 + cloud_1218: n_keypoints=58 + cloud_1219: n_keypoints=67 + cloud_1220: n_keypoints=73 + cloud_1221: n_keypoints=73 + cloud_1222: n_keypoints=73 + cloud_1223: n_keypoints=84 + cloud_1224: n_keypoints=78 + cloud_1225: n_keypoints=82 + cloud_1226: n_keypoints=75 + cloud_1227: n_keypoints=77 + cloud_1228: n_keypoints=87 + cloud_1229: n_keypoints=81 + cloud_1230: n_keypoints=89 + cloud_1231: n_keypoints=89 + cloud_1232: n_keypoints=96 + cloud_1233: n_keypoints=98 + cloud_1234: n_keypoints=81 + cloud_1235: n_keypoints=85 + cloud_1236: n_keypoints=84 + cloud_1237: n_keypoints=87 + cloud_1238: n_keypoints=84 + cloud_1239: n_keypoints=77 + cloud_1240: n_keypoints=82 + cloud_1241: n_keypoints=78 + cloud_1242: n_keypoints=70 + cloud_1243: n_keypoints=77 + cloud_1244: n_keypoints=69 + cloud_1245: n_keypoints=61 + cloud_1246: n_keypoints=81 + cloud_1247: n_keypoints=62 + cloud_1248: n_keypoints=66 + cloud_1249: n_keypoints=58 + cloud_1250: n_keypoints=46 + cloud_1251: n_keypoints=43 + cloud_1252: n_keypoints=47 + cloud_1253: n_keypoints=46 + cloud_1254: n_keypoints=44 + cloud_1255: n_keypoints=51 + cloud_1256: n_keypoints=46 + cloud_1257: n_keypoints=43 + cloud_1258: n_keypoints=54 + cloud_1259: n_keypoints=49 + cloud_1260: n_keypoints=52 + cloud_1261: n_keypoints=55 + cloud_1262: n_keypoints=45 + cloud_1263: n_keypoints=47 + cloud_1264: n_keypoints=43 + cloud_1265: n_keypoints=45 + cloud_1266: n_keypoints=49 + cloud_1267: n_keypoints=50 + cloud_1268: n_keypoints=46 + cloud_1269: n_keypoints=53 + cloud_1270: n_keypoints=48 + cloud_1271: n_keypoints=44 + cloud_1272: n_keypoints=48 + cloud_1273: n_keypoints=48 + cloud_1274: n_keypoints=42 + cloud_1275: n_keypoints=46 + cloud_1276: n_keypoints=43 + cloud_1277: n_keypoints=59 + cloud_1278: n_keypoints=46 + cloud_1279: n_keypoints=48 + cloud_1280: n_keypoints=52 + cloud_1281: n_keypoints=49 + cloud_1282: n_keypoints=58 + cloud_1283: n_keypoints=47 + cloud_1284: n_keypoints=42 + cloud_1285: n_keypoints=54 + cloud_1286: n_keypoints=47 + cloud_1287: n_keypoints=57 + cloud_1288: n_keypoints=57 + cloud_1289: n_keypoints=44 + cloud_1290: n_keypoints=39 + cloud_1291: n_keypoints=35 + cloud_1292: n_keypoints=41 + cloud_1293: n_keypoints=39 + cloud_1294: n_keypoints=42 + cloud_1295: n_keypoints=49 + cloud_1296: n_keypoints=41 + cloud_1297: n_keypoints=52 + cloud_1298: n_keypoints=43 + cloud_1299: n_keypoints=44 + cloud_1300: n_keypoints=45 + cloud_1301: n_keypoints=49 + cloud_1302: n_keypoints=43 + cloud_1303: n_keypoints=55 + cloud_1304: n_keypoints=52 + cloud_1305: n_keypoints=56 + cloud_1306: n_keypoints=44 + cloud_1307: n_keypoints=41 + cloud_1308: n_keypoints=37 + cloud_1309: n_keypoints=39 + cloud_1310: n_keypoints=47 + cloud_1311: n_keypoints=44 + cloud_1312: n_keypoints=47 + cloud_1313: n_keypoints=38 + cloud_1314: n_keypoints=44 + cloud_1315: n_keypoints=44 + cloud_1316: n_keypoints=48 + cloud_1317: n_keypoints=56 + cloud_1318: n_keypoints=46 + cloud_1319: n_keypoints=61 + cloud_1320: n_keypoints=47 + cloud_1321: n_keypoints=45 + cloud_1322: n_keypoints=52 + cloud_1323: n_keypoints=50 + cloud_1324: n_keypoints=63 + cloud_1325: n_keypoints=60 + cloud_1326: n_keypoints=55 + cloud_1327: n_keypoints=57 + cloud_1328: n_keypoints=52 + cloud_1329: n_keypoints=58 + cloud_1330: n_keypoints=56 + cloud_1331: n_keypoints=51 + cloud_1332: n_keypoints=54 + cloud_1333: n_keypoints=56 + cloud_1334: n_keypoints=64 + cloud_1335: n_keypoints=71 + cloud_1336: n_keypoints=76 + cloud_1337: n_keypoints=71 + cloud_1338: n_keypoints=73 + cloud_1339: n_keypoints=72 + cloud_1340: n_keypoints=76 + cloud_1341: n_keypoints=65 + cloud_1342: n_keypoints=74 + cloud_1343: n_keypoints=70 + cloud_1344: n_keypoints=77 + cloud_1345: n_keypoints=62 + cloud_1346: n_keypoints=67 + cloud_1347: n_keypoints=67 + cloud_1348: n_keypoints=72 + cloud_1349: n_keypoints=67 + cloud_1350: n_keypoints=68 + cloud_1351: n_keypoints=69 + cloud_1352: n_keypoints=67 + cloud_1353: n_keypoints=75 + cloud_1354: n_keypoints=70 + cloud_1355: n_keypoints=72 + cloud_1356: n_keypoints=73 + cloud_1357: n_keypoints=82 + cloud_1358: n_keypoints=87 + cloud_1359: n_keypoints=66 + cloud_1360: n_keypoints=82 + cloud_1361: n_keypoints=74 + cloud_1362: n_keypoints=57 + cloud_1363: n_keypoints=59 + cloud_1364: n_keypoints=70 + cloud_1365: n_keypoints=70 + cloud_1366: n_keypoints=58 + cloud_1367: n_keypoints=67 + cloud_1368: n_keypoints=59 + cloud_1369: n_keypoints=64 + cloud_1370: n_keypoints=71 + cloud_1371: n_keypoints=66 + cloud_1372: n_keypoints=68 + cloud_1373: n_keypoints=62 + cloud_1374: n_keypoints=71 + cloud_1375: n_keypoints=67 + cloud_1376: n_keypoints=69 + cloud_1377: n_keypoints=71 + cloud_1378: n_keypoints=61 + cloud_1379: n_keypoints=66 + cloud_1380: n_keypoints=62 + cloud_1381: n_keypoints=54 + cloud_1382: n_keypoints=67 + cloud_1383: n_keypoints=61 + cloud_1384: n_keypoints=66 + cloud_1385: n_keypoints=67 + cloud_1386: n_keypoints=58 + cloud_1387: n_keypoints=63 + cloud_1388: n_keypoints=66 + cloud_1389: n_keypoints=68 + cloud_1390: n_keypoints=67 + cloud_1391: n_keypoints=66 + cloud_1392: n_keypoints=64 + cloud_1393: n_keypoints=78 + cloud_1394: n_keypoints=58 + cloud_1395: n_keypoints=72 + cloud_1396: n_keypoints=68 + cloud_1397: n_keypoints=70 + cloud_1398: n_keypoints=68 + cloud_1399: n_keypoints=66 + cloud_1400: n_keypoints=58 + cloud_1401: n_keypoints=62 + cloud_1402: n_keypoints=55 + cloud_1403: n_keypoints=62 + cloud_1404: n_keypoints=63 + cloud_1405: n_keypoints=57 + cloud_1406: n_keypoints=52 + cloud_1407: n_keypoints=57 + cloud_1408: n_keypoints=50 + cloud_1409: n_keypoints=48 + cloud_1410: n_keypoints=44 + cloud_1411: n_keypoints=46 + cloud_1412: n_keypoints=51 + cloud_1413: n_keypoints=46 + cloud_1414: n_keypoints=59 + cloud_1415: n_keypoints=50 + cloud_1416: n_keypoints=51 + cloud_1417: n_keypoints=48 + cloud_1418: n_keypoints=50 + cloud_1419: n_keypoints=52 + cloud_1420: n_keypoints=47 + cloud_1421: n_keypoints=46 + cloud_1422: n_keypoints=37 + cloud_1423: n_keypoints=44 + cloud_1424: n_keypoints=36 + cloud_1425: n_keypoints=47 + cloud_1426: n_keypoints=43 + cloud_1427: n_keypoints=48 + cloud_1428: n_keypoints=34 + cloud_1429: n_keypoints=41 + cloud_1430: n_keypoints=41 + cloud_1431: n_keypoints=44 + cloud_1432: n_keypoints=36 + cloud_1433: n_keypoints=25 + cloud_1434: n_keypoints=31 + cloud_1435: n_keypoints=45 + cloud_1436: n_keypoints=39 + cloud_1437: n_keypoints=43 + cloud_1438: n_keypoints=38 + cloud_1439: n_keypoints=42 + cloud_1440: n_keypoints=42 + cloud_1441: n_keypoints=38 + cloud_1442: n_keypoints=31 + cloud_1443: n_keypoints=26 + cloud_1444: n_keypoints=35 + cloud_1445: n_keypoints=26 + cloud_1446: n_keypoints=25 + cloud_1447: n_keypoints=26 + cloud_1448: n_keypoints=28 + cloud_1449: n_keypoints=28 + cloud_1450: n_keypoints=20 + cloud_1451: n_keypoints=23 + cloud_1452: n_keypoints=21 + cloud_1453: n_keypoints=25 + cloud_1454: n_keypoints=24 + cloud_1455: n_keypoints=25 + cloud_1456: n_keypoints=32 + cloud_1457: n_keypoints=25 + cloud_1458: n_keypoints=26 + cloud_1459: n_keypoints=26 + cloud_1460: n_keypoints=22 + cloud_1461: n_keypoints=34 + cloud_1462: n_keypoints=29 + cloud_1463: n_keypoints=29 + cloud_1464: n_keypoints=29 + cloud_1465: n_keypoints=33 + cloud_1466: n_keypoints=34 + cloud_1467: n_keypoints=33 + cloud_1468: n_keypoints=36 + cloud_1469: n_keypoints=28 + cloud_1470: n_keypoints=33 + cloud_1471: n_keypoints=29 + cloud_1472: n_keypoints=26 + cloud_1473: n_keypoints=29 + cloud_1474: n_keypoints=31 + cloud_1475: n_keypoints=32 + cloud_1476: n_keypoints=31 + cloud_1477: n_keypoints=42 + cloud_1478: n_keypoints=27 + cloud_1479: n_keypoints=40 + cloud_1480: n_keypoints=28 + cloud_1481: n_keypoints=37 + cloud_1482: n_keypoints=40 + cloud_1483: n_keypoints=37 + cloud_1484: n_keypoints=39 + cloud_1485: n_keypoints=43 + cloud_1486: n_keypoints=53 + cloud_1487: n_keypoints=49 + cloud_1488: n_keypoints=36 + cloud_1489: n_keypoints=46 + cloud_1490: n_keypoints=34 + cloud_1491: n_keypoints=45 + cloud_1492: n_keypoints=38 + cloud_1493: n_keypoints=37 + cloud_1494: n_keypoints=35 + cloud_1495: n_keypoints=33 + cloud_1496: n_keypoints=26 + cloud_1497: n_keypoints=35 + cloud_1498: n_keypoints=31 + cloud_1499: n_keypoints=32 + cloud_1500: n_keypoints=32 + cloud_1501: n_keypoints=23 + cloud_1502: n_keypoints=29 + cloud_1503: n_keypoints=26 + cloud_1504: n_keypoints=23 + cloud_1505: n_keypoints=27 + cloud_1506: n_keypoints=26 + cloud_1507: n_keypoints=32 + cloud_1508: n_keypoints=24 + cloud_1509: n_keypoints=24 + cloud_1510: n_keypoints=29 + cloud_1511: n_keypoints=17 + cloud_1512: n_keypoints=30 + cloud_1513: n_keypoints=20 + cloud_1514: n_keypoints=27 + cloud_1515: n_keypoints=25 + cloud_1516: n_keypoints=30 + cloud_1517: n_keypoints=28 + cloud_1518: n_keypoints=25 + cloud_1519: n_keypoints=34 + cloud_1520: n_keypoints=35 + cloud_1521: n_keypoints=31 + cloud_1522: n_keypoints=44 + cloud_1523: n_keypoints=49 + cloud_1524: n_keypoints=47 + cloud_1525: n_keypoints=42 + cloud_1526: n_keypoints=57 + cloud_1527: n_keypoints=47 + cloud_1528: n_keypoints=48 + cloud_1529: n_keypoints=46 + cloud_1530: n_keypoints=44 + cloud_1531: n_keypoints=46 + cloud_1532: n_keypoints=51 + cloud_1533: n_keypoints=54 + cloud_1534: n_keypoints=49 + cloud_1535: n_keypoints=38 + cloud_1536: n_keypoints=45 + cloud_1537: n_keypoints=37 + cloud_1538: n_keypoints=42 + cloud_1539: n_keypoints=40 + cloud_1540: n_keypoints=38 + cloud_1541: n_keypoints=36 + cloud_1542: n_keypoints=40 + cloud_1543: n_keypoints=36 + cloud_1544: n_keypoints=32 + cloud_1545: n_keypoints=32 + cloud_1546: n_keypoints=38 + cloud_1547: n_keypoints=28 + cloud_1548: n_keypoints=28 + cloud_1549: n_keypoints=29 + cloud_1550: n_keypoints=27 + cloud_1551: n_keypoints=34 + cloud_1552: n_keypoints=31 + cloud_1553: n_keypoints=32 + cloud_1554: n_keypoints=41 + cloud_1555: n_keypoints=40 + cloud_1556: n_keypoints=28 + cloud_1557: n_keypoints=43 + cloud_1558: n_keypoints=32 + cloud_1559: n_keypoints=39 + cloud_1560: n_keypoints=38 + cloud_1561: n_keypoints=33 + cloud_1562: n_keypoints=52 + cloud_1563: n_keypoints=34 + cloud_1564: n_keypoints=40 + cloud_1565: n_keypoints=41 + cloud_1566: n_keypoints=39 + cloud_1567: n_keypoints=41 + cloud_1568: n_keypoints=37 + cloud_1569: n_keypoints=35 + cloud_1570: n_keypoints=44 + cloud_1571: n_keypoints=40 + cloud_1572: n_keypoints=43 + cloud_1573: n_keypoints=37 + cloud_1574: n_keypoints=44 + cloud_1575: n_keypoints=38 + cloud_1576: n_keypoints=40 + cloud_1577: n_keypoints=41 + cloud_1578: n_keypoints=47 + cloud_1579: n_keypoints=40 + cloud_1580: n_keypoints=49 + cloud_1581: n_keypoints=39 + cloud_1582: n_keypoints=46 + cloud_1583: n_keypoints=37 + cloud_1584: n_keypoints=36 + cloud_1585: n_keypoints=41 + cloud_1586: n_keypoints=26 + cloud_1587: n_keypoints=32 + cloud_1588: n_keypoints=31 + cloud_1589: n_keypoints=24 + cloud_1590: n_keypoints=30 + cloud_1591: n_keypoints=29 + cloud_1592: n_keypoints=32 + cloud_1593: n_keypoints=28 + cloud_1594: n_keypoints=22 + cloud_1595: n_keypoints=21 + cloud_1596: n_keypoints=14 + cloud_1597: n_keypoints=22 + cloud_1598: n_keypoints=19 + cloud_1599: n_keypoints=28 + cloud_1600: n_keypoints=19 + cloud_1601: n_keypoints=20 + cloud_1602: n_keypoints=24 + cloud_1603: n_keypoints=23 + cloud_1604: n_keypoints=28 + cloud_1605: n_keypoints=21 + cloud_1606: n_keypoints=16 + cloud_1607: n_keypoints=20 + cloud_1608: n_keypoints=18 + cloud_1609: n_keypoints=19 + cloud_1610: n_keypoints=21 + cloud_1611: n_keypoints=17 + cloud_1612: n_keypoints=20 + cloud_1613: n_keypoints=23 + cloud_1614: n_keypoints=27 + cloud_1615: n_keypoints=24 + cloud_1616: n_keypoints=29 + cloud_1617: n_keypoints=29 + cloud_1618: n_keypoints=27 + cloud_1619: n_keypoints=28 + cloud_1620: n_keypoints=30 + cloud_1621: n_keypoints=27 + cloud_1622: n_keypoints=31 + cloud_1623: n_keypoints=41 + cloud_1624: n_keypoints=30 + cloud_1625: n_keypoints=34 + cloud_1626: n_keypoints=30 + cloud_1627: n_keypoints=37 + cloud_1628: n_keypoints=36 + cloud_1629: n_keypoints=41 + cloud_1630: n_keypoints=45 + cloud_1631: n_keypoints=34 + cloud_1632: n_keypoints=41 + cloud_1633: n_keypoints=42 + cloud_1634: n_keypoints=36 + cloud_1635: n_keypoints=44 + cloud_1636: n_keypoints=46 + cloud_1637: n_keypoints=42 + cloud_1638: n_keypoints=47 + cloud_1639: n_keypoints=44 + cloud_1640: n_keypoints=46 + cloud_1641: n_keypoints=53 + cloud_1642: n_keypoints=46 + cloud_1643: n_keypoints=47 + cloud_1644: n_keypoints=40 + cloud_1645: n_keypoints=41 + cloud_1646: n_keypoints=43 + cloud_1647: n_keypoints=45 + cloud_1648: n_keypoints=42 + cloud_1649: n_keypoints=44 + cloud_1650: n_keypoints=43 + cloud_1651: n_keypoints=46 + cloud_1652: n_keypoints=43 + cloud_1653: n_keypoints=45 + cloud_1654: n_keypoints=48 + cloud_1655: n_keypoints=40 + cloud_1656: n_keypoints=58 + cloud_1657: n_keypoints=50 + cloud_1658: n_keypoints=50 + cloud_1659: n_keypoints=48 + cloud_1660: n_keypoints=58 + cloud_1661: n_keypoints=60 + cloud_1662: n_keypoints=50 + cloud_1663: n_keypoints=62 + cloud_1664: n_keypoints=60 + cloud_1665: n_keypoints=65 + cloud_1666: n_keypoints=60 + cloud_1667: n_keypoints=59 + cloud_1668: n_keypoints=50 + cloud_1669: n_keypoints=59 + cloud_1670: n_keypoints=54 + cloud_1671: n_keypoints=55 + cloud_1672: n_keypoints=54 + cloud_1673: n_keypoints=58 + cloud_1674: n_keypoints=60 + cloud_1675: n_keypoints=71 + cloud_1676: n_keypoints=75 + cloud_1677: n_keypoints=72 + cloud_1678: n_keypoints=76 + cloud_1679: n_keypoints=76 + cloud_1680: n_keypoints=79 + cloud_1681: n_keypoints=79 + cloud_1682: n_keypoints=92 + cloud_1683: n_keypoints=78 + cloud_1684: n_keypoints=86 + cloud_1685: n_keypoints=90 + cloud_1686: n_keypoints=85 + cloud_1687: n_keypoints=89 + cloud_1688: n_keypoints=78 + cloud_1689: n_keypoints=82 + cloud_1690: n_keypoints=66 + cloud_1691: n_keypoints=64 + cloud_1692: n_keypoints=75 + cloud_1693: n_keypoints=62 + cloud_1694: n_keypoints=64 + cloud_1695: n_keypoints=64 + cloud_1696: n_keypoints=43 + cloud_1697: n_keypoints=45 + cloud_1698: n_keypoints=37 + cloud_1699: n_keypoints=37 + cloud_1700: n_keypoints=35 + cloud_1701: n_keypoints=22 + cloud_1702: n_keypoints=28 + cloud_1703: n_keypoints=23 + cloud_1704: n_keypoints=23 + cloud_1705: n_keypoints=25 + cloud_1706: n_keypoints=24 + cloud_1707: n_keypoints=24 + cloud_1708: n_keypoints=28 + cloud_1709: n_keypoints=35 + cloud_1710: n_keypoints=27 + cloud_1711: n_keypoints=26 + cloud_1712: n_keypoints=26 + cloud_1713: n_keypoints=30 + cloud_1714: n_keypoints=22 + cloud_1715: n_keypoints=26 + cloud_1716: n_keypoints=28 + cloud_1717: n_keypoints=25 + cloud_1718: n_keypoints=33 + cloud_1719: n_keypoints=27 + cloud_1720: n_keypoints=31 + cloud_1721: n_keypoints=29 + cloud_1722: n_keypoints=25 + cloud_1723: n_keypoints=36 + cloud_1724: n_keypoints=27 + cloud_1725: n_keypoints=29 + cloud_1726: n_keypoints=27 + cloud_1727: n_keypoints=23 + cloud_1728: n_keypoints=29 + cloud_1729: n_keypoints=24 + cloud_1730: n_keypoints=27 + cloud_1731: n_keypoints=31 + cloud_1732: n_keypoints=26 + cloud_1733: n_keypoints=28 + cloud_1734: n_keypoints=23 + cloud_1735: n_keypoints=25 + cloud_1736: n_keypoints=22 + cloud_1737: n_keypoints=22 + cloud_1738: n_keypoints=25 + cloud_1739: n_keypoints=21 + cloud_1740: n_keypoints=20 + cloud_1741: n_keypoints=23 + cloud_1742: n_keypoints=19 + cloud_1743: n_keypoints=21 + cloud_1744: n_keypoints=20 + cloud_1745: n_keypoints=24 + cloud_1746: n_keypoints=21 + cloud_1747: n_keypoints=26 + cloud_1748: n_keypoints=23 + cloud_1749: n_keypoints=24 + cloud_1750: n_keypoints=20 + cloud_1751: n_keypoints=22 + cloud_1752: n_keypoints=24 + cloud_1753: n_keypoints=33 + cloud_1754: n_keypoints=28 + cloud_1755: n_keypoints=35 + cloud_1756: n_keypoints=33 + cloud_1757: n_keypoints=31 + cloud_1758: n_keypoints=30 + cloud_1759: n_keypoints=30 + cloud_1760: n_keypoints=34 + cloud_1761: n_keypoints=43 + cloud_1762: n_keypoints=44 + cloud_1763: n_keypoints=45 + cloud_1764: n_keypoints=41 + cloud_1765: n_keypoints=49 + cloud_1766: n_keypoints=37 + cloud_1767: n_keypoints=52 + cloud_1768: n_keypoints=55 + cloud_1769: n_keypoints=54 + cloud_1770: n_keypoints=65 + cloud_1771: n_keypoints=72 + cloud_1772: n_keypoints=60 + cloud_1773: n_keypoints=82 + cloud_1774: n_keypoints=69 + cloud_1775: n_keypoints=46 + cloud_1776: n_keypoints=59 + cloud_1777: n_keypoints=46 + cloud_1778: n_keypoints=54 + cloud_1779: n_keypoints=48 + cloud_1780: n_keypoints=32 + cloud_1781: n_keypoints=39 + cloud_1782: n_keypoints=22 + cloud_1783: n_keypoints=16 + cloud_1784: n_keypoints=25 + cloud_1785: n_keypoints=17 + cloud_1786: n_keypoints=20 + cloud_1787: n_keypoints=20 + cloud_1788: n_keypoints=20 + cloud_1789: n_keypoints=17 + cloud_1790: n_keypoints=20 + cloud_1791: n_keypoints=18 + cloud_1792: n_keypoints=20 + cloud_1793: n_keypoints=18 + cloud_1794: n_keypoints=19 + cloud_1795: n_keypoints=14 + cloud_1796: n_keypoints=18 + cloud_1797: n_keypoints=17 + cloud_1798: n_keypoints=12 + cloud_1799: n_keypoints=23 + cloud_1800: n_keypoints=21 + cloud_1801: n_keypoints=21 + cloud_1802: n_keypoints=21 + cloud_1803: n_keypoints=22 + cloud_1804: n_keypoints=25 + cloud_1805: n_keypoints=22 + cloud_1806: n_keypoints=20 + cloud_1807: n_keypoints=24 + cloud_1808: n_keypoints=23 + cloud_1809: n_keypoints=36 + cloud_1810: n_keypoints=24 + cloud_1811: n_keypoints=25 + cloud_1812: n_keypoints=39 + cloud_1813: n_keypoints=31 + cloud_1814: n_keypoints=30 + cloud_1815: n_keypoints=20 + cloud_1816: n_keypoints=26 + cloud_1817: n_keypoints=37 + cloud_1818: n_keypoints=42 + cloud_1819: n_keypoints=34 + cloud_1820: n_keypoints=43 + cloud_1821: n_keypoints=40 + cloud_1822: n_keypoints=47 + cloud_1823: n_keypoints=38 + cloud_1824: n_keypoints=52 + cloud_1825: n_keypoints=63 + cloud_1826: n_keypoints=56 + cloud_1827: n_keypoints=48 + cloud_1828: n_keypoints=51 + cloud_1829: n_keypoints=57 + cloud_1830: n_keypoints=50 + cloud_1831: n_keypoints=43 + cloud_1832: n_keypoints=47 + cloud_1833: n_keypoints=53 + cloud_1834: n_keypoints=56 + cloud_1835: n_keypoints=63 + cloud_1836: n_keypoints=73 + cloud_1837: n_keypoints=60 + cloud_1838: n_keypoints=70 + cloud_1839: n_keypoints=83 + cloud_1840: n_keypoints=80 + cloud_1841: n_keypoints=86 + cloud_1842: n_keypoints=88 + cloud_1843: n_keypoints=85 + cloud_1844: n_keypoints=89 + cloud_1845: n_keypoints=76 + cloud_1846: n_keypoints=80 + cloud_1847: n_keypoints=77 + cloud_1848: n_keypoints=78 + cloud_1849: n_keypoints=76 + cloud_1850: n_keypoints=72 + cloud_1851: n_keypoints=74 + cloud_1852: n_keypoints=79 + cloud_1853: n_keypoints=92 + cloud_1854: n_keypoints=76 + cloud_1855: n_keypoints=81 + cloud_1856: n_keypoints=77 + cloud_1857: n_keypoints=92 + cloud_1858: n_keypoints=87 + cloud_1859: n_keypoints=91 + cloud_1860: n_keypoints=92 + cloud_1861: n_keypoints=82 + cloud_1862: n_keypoints=79 + cloud_1863: n_keypoints=80 + cloud_1864: n_keypoints=85 + cloud_1865: n_keypoints=87 + cloud_1866: n_keypoints=81 + cloud_1867: n_keypoints=81 + cloud_1868: n_keypoints=79 + cloud_1869: n_keypoints=79 + cloud_1870: n_keypoints=90 + cloud_1871: n_keypoints=82 + cloud_1872: n_keypoints=84 + cloud_1873: n_keypoints=88 + cloud_1874: n_keypoints=81 + cloud_1875: n_keypoints=102 + cloud_1876: n_keypoints=88 + cloud_1877: n_keypoints=79 + cloud_1878: n_keypoints=84 + cloud_1879: n_keypoints=87 + cloud_1880: n_keypoints=97 + cloud_1881: n_keypoints=92 + cloud_1882: n_keypoints=80 + cloud_1883: n_keypoints=91 + cloud_1884: n_keypoints=91 + cloud_1885: n_keypoints=90 + cloud_1886: n_keypoints=84 + cloud_1887: n_keypoints=69 + cloud_1888: n_keypoints=79 + cloud_1889: n_keypoints=83 + cloud_1890: n_keypoints=75 + cloud_1891: n_keypoints=81 + cloud_1892: n_keypoints=79 + cloud_1893: n_keypoints=80 + cloud_1894: n_keypoints=82 + cloud_1895: n_keypoints=88 + cloud_1896: n_keypoints=85 + cloud_1897: n_keypoints=81 + cloud_1898: n_keypoints=84 + cloud_1899: n_keypoints=74 + cloud_1900: n_keypoints=86 + cloud_1901: n_keypoints=91 + cloud_1902: n_keypoints=91 + cloud_1903: n_keypoints=96 + cloud_1904: n_keypoints=104 + cloud_1905: n_keypoints=97 + cloud_1906: n_keypoints=103 + cloud_1907: n_keypoints=104 + cloud_1908: n_keypoints=114 + cloud_1909: n_keypoints=105 + cloud_1910: n_keypoints=105 + cloud_1911: n_keypoints=101 + cloud_1912: n_keypoints=84 + cloud_1913: n_keypoints=72 + cloud_1914: n_keypoints=60 + cloud_1915: n_keypoints=53 + cloud_1916: n_keypoints=56 + cloud_1917: n_keypoints=63 + cloud_1918: n_keypoints=52 + cloud_1919: n_keypoints=60 + cloud_1920: n_keypoints=52 + cloud_1921: n_keypoints=47 + cloud_1922: n_keypoints=42 + cloud_1923: n_keypoints=61 + cloud_1924: n_keypoints=68 + cloud_1925: n_keypoints=66 + cloud_1926: n_keypoints=53 + cloud_1927: n_keypoints=57 + cloud_1928: n_keypoints=43 + cloud_1929: n_keypoints=47 + cloud_1930: n_keypoints=53 + cloud_1931: n_keypoints=40 + cloud_1932: n_keypoints=52 + cloud_1933: n_keypoints=48 + cloud_1934: n_keypoints=47 + cloud_1935: n_keypoints=52 + cloud_1936: n_keypoints=46 + cloud_1937: n_keypoints=52 + cloud_1938: n_keypoints=47 + cloud_1939: n_keypoints=36 + cloud_1940: n_keypoints=42 + cloud_1941: n_keypoints=48 + cloud_1942: n_keypoints=62 + cloud_1943: n_keypoints=49 + cloud_1944: n_keypoints=46 + cloud_1945: n_keypoints=46 + cloud_1946: n_keypoints=46 + cloud_1947: n_keypoints=48 + cloud_1948: n_keypoints=45 + cloud_1949: n_keypoints=57 + cloud_1950: n_keypoints=67 + cloud_1951: n_keypoints=52 + cloud_1952: n_keypoints=49 + cloud_1953: n_keypoints=40 + cloud_1954: n_keypoints=38 + cloud_1955: n_keypoints=34 + cloud_1956: n_keypoints=42 + cloud_1957: n_keypoints=39 + cloud_1958: n_keypoints=33 + cloud_1959: n_keypoints=38 + cloud_1960: n_keypoints=28 + cloud_1961: n_keypoints=28 + cloud_1962: n_keypoints=42 + cloud_1963: n_keypoints=31 + cloud_1964: n_keypoints=36 + cloud_1965: n_keypoints=31 + cloud_1966: n_keypoints=34 + cloud_1967: n_keypoints=46 + cloud_1968: n_keypoints=24 + cloud_1969: n_keypoints=49 + cloud_1970: n_keypoints=33 + cloud_1971: n_keypoints=33 + cloud_1972: n_keypoints=37 + cloud_1973: n_keypoints=26 + cloud_1974: n_keypoints=34 + cloud_1975: n_keypoints=31 + cloud_1976: n_keypoints=33 + cloud_1977: n_keypoints=33 + cloud_1978: n_keypoints=23 + cloud_1979: n_keypoints=25 + cloud_1980: n_keypoints=23 + cloud_1981: n_keypoints=32 + cloud_1982: n_keypoints=24 + cloud_1983: n_keypoints=26 + cloud_1984: n_keypoints=31 + cloud_1985: n_keypoints=33 + cloud_1986: n_keypoints=32 + cloud_1987: n_keypoints=34 + cloud_1988: n_keypoints=39 + cloud_1989: n_keypoints=30 + cloud_1990: n_keypoints=37 + cloud_1991: n_keypoints=31 + cloud_1992: n_keypoints=32 + cloud_1993: n_keypoints=34 + cloud_1994: n_keypoints=30 + cloud_1995: n_keypoints=34 + cloud_1996: n_keypoints=41 + cloud_1997: n_keypoints=26 + cloud_1998: n_keypoints=27 + cloud_1999: n_keypoints=27 + cloud_2000: n_keypoints=30 + cloud_2001: n_keypoints=38 + cloud_2002: n_keypoints=39 + cloud_2003: n_keypoints=42 + cloud_2004: n_keypoints=51 + cloud_2005: n_keypoints=40 + cloud_2006: n_keypoints=51 + cloud_2007: n_keypoints=53 + cloud_2008: n_keypoints=48 + cloud_2009: n_keypoints=44 + cloud_2010: n_keypoints=40 + cloud_2011: n_keypoints=39 + cloud_2012: n_keypoints=33 + cloud_2013: n_keypoints=31 + cloud_2014: n_keypoints=32 + cloud_2015: n_keypoints=32 + cloud_2016: n_keypoints=22 + cloud_2017: n_keypoints=21 + cloud_2018: n_keypoints=17 + cloud_2019: n_keypoints=22 + cloud_2020: n_keypoints=20 + cloud_2021: n_keypoints=18 + cloud_2022: n_keypoints=14 + cloud_2023: n_keypoints=18 + cloud_2024: n_keypoints=17 + cloud_2025: n_keypoints=14 + cloud_2026: n_keypoints=13 + cloud_2027: n_keypoints=10 + cloud_2028: n_keypoints=18 + cloud_2029: n_keypoints=11 + cloud_2030: n_keypoints=18 + cloud_2031: n_keypoints=15 + cloud_2032: n_keypoints=21 + cloud_2033: n_keypoints=19 + cloud_2034: n_keypoints=21 + cloud_2035: n_keypoints=13 + cloud_2036: n_keypoints=18 + cloud_2037: n_keypoints=16 + cloud_2038: n_keypoints=20 + cloud_2039: n_keypoints=21 + cloud_2040: n_keypoints=20 + cloud_2041: n_keypoints=20 + cloud_2042: n_keypoints=20 + cloud_2043: n_keypoints=25 + cloud_2044: n_keypoints=26 + cloud_2045: n_keypoints=24 + cloud_2046: n_keypoints=24 + cloud_2047: n_keypoints=28 + cloud_2048: n_keypoints=34 + cloud_2049: n_keypoints=39 + cloud_2050: n_keypoints=41 + cloud_2051: n_keypoints=40 + cloud_2052: n_keypoints=48 + cloud_2053: n_keypoints=41 + cloud_2054: n_keypoints=52 + cloud_2055: n_keypoints=48 + cloud_2056: n_keypoints=60 + cloud_2057: n_keypoints=56 + cloud_2058: n_keypoints=40 + cloud_2059: n_keypoints=47 + cloud_2060: n_keypoints=48 + cloud_2061: n_keypoints=52 + cloud_2062: n_keypoints=43 + cloud_2063: n_keypoints=51 + cloud_2064: n_keypoints=48 + cloud_2065: n_keypoints=45 + cloud_2066: n_keypoints=38 + cloud_2067: n_keypoints=39 + cloud_2068: n_keypoints=49 + cloud_2069: n_keypoints=38 + cloud_2070: n_keypoints=38 + cloud_2071: n_keypoints=31 + cloud_2072: n_keypoints=38 + cloud_2073: n_keypoints=33 + cloud_2074: n_keypoints=25 + cloud_2075: n_keypoints=20 + cloud_2076: n_keypoints=25 + cloud_2077: n_keypoints=21 + cloud_2078: n_keypoints=22 + cloud_2079: n_keypoints=22 + cloud_2080: n_keypoints=23 + cloud_2081: n_keypoints=29 + cloud_2082: n_keypoints=32 + cloud_2083: n_keypoints=34 + cloud_2084: n_keypoints=43 + cloud_2085: n_keypoints=34 + cloud_2086: n_keypoints=43 + cloud_2087: n_keypoints=39 + cloud_2088: n_keypoints=41 + cloud_2089: n_keypoints=60 + cloud_2090: n_keypoints=40 + cloud_2091: n_keypoints=47 + cloud_2092: n_keypoints=52 + cloud_2093: n_keypoints=35 + cloud_2094: n_keypoints=58 + cloud_2095: n_keypoints=38 + cloud_2096: n_keypoints=44 + cloud_2097: n_keypoints=52 + cloud_2098: n_keypoints=42 + cloud_2099: n_keypoints=53 + cloud_2100: n_keypoints=52 + cloud_2101: n_keypoints=43 + cloud_2102: n_keypoints=57 + cloud_2103: n_keypoints=51 + cloud_2104: n_keypoints=54 + cloud_2105: n_keypoints=52 + cloud_2106: n_keypoints=52 + cloud_2107: n_keypoints=61 + cloud_2108: n_keypoints=60 + cloud_2109: n_keypoints=58 + cloud_2110: n_keypoints=63 + cloud_2111: n_keypoints=68 + cloud_2112: n_keypoints=70 + cloud_2113: n_keypoints=68 + cloud_2114: n_keypoints=72 + cloud_2115: n_keypoints=76 + cloud_2116: n_keypoints=73 + cloud_2117: n_keypoints=71 + cloud_2118: n_keypoints=74 + cloud_2119: n_keypoints=69 + cloud_2120: n_keypoints=83 + cloud_2121: n_keypoints=67 + cloud_2122: n_keypoints=70 + cloud_2123: n_keypoints=74 + cloud_2124: n_keypoints=75 + cloud_2125: n_keypoints=74 + cloud_2126: n_keypoints=70 + cloud_2127: n_keypoints=66 + cloud_2128: n_keypoints=70 + cloud_2129: n_keypoints=62 + cloud_2130: n_keypoints=66 + cloud_2131: n_keypoints=78 + cloud_2132: n_keypoints=85 + cloud_2133: n_keypoints=71 + cloud_2134: n_keypoints=68 + cloud_2135: n_keypoints=76 + cloud_2136: n_keypoints=88 + cloud_2137: n_keypoints=80 + cloud_2138: n_keypoints=90 + cloud_2139: n_keypoints=91 + cloud_2140: n_keypoints=81 + cloud_2141: n_keypoints=84 + cloud_2142: n_keypoints=82 + cloud_2143: n_keypoints=83 + cloud_2144: n_keypoints=90 + cloud_2145: n_keypoints=84 + cloud_2146: n_keypoints=78 + cloud_2147: n_keypoints=79 + cloud_2148: n_keypoints=87 + cloud_2149: n_keypoints=72 + cloud_2150: n_keypoints=75 + cloud_2151: n_keypoints=80 + cloud_2152: n_keypoints=70 + cloud_2153: n_keypoints=61 + cloud_2154: n_keypoints=73 + cloud_2155: n_keypoints=55 + cloud_2156: n_keypoints=65 + cloud_2157: n_keypoints=70 + cloud_2158: n_keypoints=67 + cloud_2159: n_keypoints=72 + cloud_2160: n_keypoints=76 + cloud_2161: n_keypoints=70 + cloud_2162: n_keypoints=75 + cloud_2163: n_keypoints=80 + cloud_2164: n_keypoints=76 + cloud_2165: n_keypoints=82 + cloud_2166: n_keypoints=77 + cloud_2167: n_keypoints=73 + cloud_2168: n_keypoints=80 + cloud_2169: n_keypoints=69 + cloud_2170: n_keypoints=72 + cloud_2171: n_keypoints=64 + cloud_2172: n_keypoints=51 + cloud_2173: n_keypoints=55 + cloud_2174: n_keypoints=56 + cloud_2175: n_keypoints=60 + cloud_2176: n_keypoints=41 + cloud_2177: n_keypoints=48 + cloud_2178: n_keypoints=49 + cloud_2179: n_keypoints=43 + cloud_2180: n_keypoints=49 + cloud_2181: n_keypoints=44 + cloud_2182: n_keypoints=52 + cloud_2183: n_keypoints=58 + cloud_2184: n_keypoints=57 + cloud_2185: n_keypoints=53 + cloud_2186: n_keypoints=57 + cloud_2187: n_keypoints=44 + cloud_2188: n_keypoints=44 + cloud_2189: n_keypoints=62 + cloud_2190: n_keypoints=67 + cloud_2191: n_keypoints=71 + cloud_2192: n_keypoints=57 + cloud_2193: n_keypoints=55 + cloud_2194: n_keypoints=54 + cloud_2195: n_keypoints=51 + cloud_2196: n_keypoints=50 + cloud_2197: n_keypoints=47 + cloud_2198: n_keypoints=44 + cloud_2199: n_keypoints=43 + cloud_2200: n_keypoints=42 + cloud_2201: n_keypoints=34 + cloud_2202: n_keypoints=57 + cloud_2203: n_keypoints=41 + cloud_2204: n_keypoints=44 + cloud_2205: n_keypoints=42 + cloud_2206: n_keypoints=38 + cloud_2207: n_keypoints=35 + cloud_2208: n_keypoints=39 + cloud_2209: n_keypoints=36 + cloud_2210: n_keypoints=40 + cloud_2211: n_keypoints=39 + cloud_2212: n_keypoints=42 + cloud_2213: n_keypoints=33 + cloud_2214: n_keypoints=34 + cloud_2215: n_keypoints=29 + cloud_2216: n_keypoints=28 + cloud_2217: n_keypoints=41 + cloud_2218: n_keypoints=38 + cloud_2219: n_keypoints=36 + cloud_2220: n_keypoints=34 + cloud_2221: n_keypoints=34 + cloud_2222: n_keypoints=36 + cloud_2223: n_keypoints=33 + cloud_2224: n_keypoints=33 + cloud_2225: n_keypoints=44 + cloud_2226: n_keypoints=41 + cloud_2227: n_keypoints=43 + cloud_2228: n_keypoints=33 + cloud_2229: n_keypoints=31 + cloud_2230: n_keypoints=27 + cloud_2231: n_keypoints=27 + cloud_2232: n_keypoints=36 + cloud_2233: n_keypoints=43 + cloud_2234: n_keypoints=51 + cloud_2235: n_keypoints=38 + cloud_2236: n_keypoints=42 + cloud_2237: n_keypoints=54 + cloud_2238: n_keypoints=53 + cloud_2239: n_keypoints=48 + cloud_2240: n_keypoints=42 + cloud_2241: n_keypoints=44 + cloud_2242: n_keypoints=51 + cloud_2243: n_keypoints=61 + cloud_2244: n_keypoints=60 + cloud_2245: n_keypoints=48 + cloud_2246: n_keypoints=63 + cloud_2247: n_keypoints=50 + cloud_2248: n_keypoints=52 + cloud_2249: n_keypoints=45 + cloud_2250: n_keypoints=57 + cloud_2251: n_keypoints=38 + cloud_2252: n_keypoints=38 + cloud_2253: n_keypoints=42 + cloud_2254: n_keypoints=34 + cloud_2255: n_keypoints=49 + cloud_2256: n_keypoints=38 + cloud_2257: n_keypoints=33 + cloud_2258: n_keypoints=34 + cloud_2259: n_keypoints=39 + cloud_2260: n_keypoints=35 + cloud_2261: n_keypoints=29 + cloud_2262: n_keypoints=32 + cloud_2263: n_keypoints=28 + cloud_2264: n_keypoints=27 + cloud_2265: n_keypoints=26 + cloud_2266: n_keypoints=25 + cloud_2267: n_keypoints=27 + cloud_2268: n_keypoints=26 + cloud_2269: n_keypoints=22 + cloud_2270: n_keypoints=23 + cloud_2271: n_keypoints=25 + cloud_2272: n_keypoints=36 + cloud_2273: n_keypoints=33 + cloud_2274: n_keypoints=33 + cloud_2275: n_keypoints=35 + cloud_2276: n_keypoints=36 + cloud_2277: n_keypoints=47 + cloud_2278: n_keypoints=41 + cloud_2279: n_keypoints=54 + cloud_2280: n_keypoints=49 + cloud_2281: n_keypoints=41 + cloud_2282: n_keypoints=58 + cloud_2283: n_keypoints=43 + cloud_2284: n_keypoints=44 + cloud_2285: n_keypoints=54 + cloud_2286: n_keypoints=52 + cloud_2287: n_keypoints=58 + cloud_2288: n_keypoints=41 + cloud_2289: n_keypoints=52 + cloud_2290: n_keypoints=63 + cloud_2291: n_keypoints=54 + cloud_2292: n_keypoints=58 + cloud_2293: n_keypoints=52 + cloud_2294: n_keypoints=55 + cloud_2295: n_keypoints=58 + cloud_2296: n_keypoints=52 + cloud_2297: n_keypoints=45 + cloud_2298: n_keypoints=48 + cloud_2299: n_keypoints=36 + cloud_2300: n_keypoints=40 + cloud_2301: n_keypoints=37 + cloud_2302: n_keypoints=34 + cloud_2303: n_keypoints=35 + cloud_2304: n_keypoints=36 + cloud_2305: n_keypoints=31 + cloud_2306: n_keypoints=33 + cloud_2307: n_keypoints=27 + cloud_2308: n_keypoints=29 + cloud_2309: n_keypoints=29 + cloud_2310: n_keypoints=26 + cloud_2311: n_keypoints=27 + cloud_2312: n_keypoints=21 + cloud_2313: n_keypoints=22 + cloud_2314: n_keypoints=18 + cloud_2315: n_keypoints=21 + cloud_2316: n_keypoints=27 + cloud_2317: n_keypoints=27 + cloud_2318: n_keypoints=30 + cloud_2319: n_keypoints=27 + cloud_2320: n_keypoints=27 + cloud_2321: n_keypoints=30 + cloud_2322: n_keypoints=26 + cloud_2323: n_keypoints=29 + cloud_2324: n_keypoints=31 + cloud_2325: n_keypoints=28 + cloud_2326: n_keypoints=34 + cloud_2327: n_keypoints=27 + cloud_2328: n_keypoints=28 + cloud_2329: n_keypoints=29 + cloud_2330: n_keypoints=29 + cloud_2331: n_keypoints=29 + cloud_2332: n_keypoints=28 + cloud_2333: n_keypoints=32 + cloud_2334: n_keypoints=28 + cloud_2335: n_keypoints=25 + cloud_2336: n_keypoints=22 + cloud_2337: n_keypoints=22 + cloud_2338: n_keypoints=20 + cloud_2339: n_keypoints=24 + cloud_2340: n_keypoints=21 + cloud_2341: n_keypoints=23 + cloud_2342: n_keypoints=21 + cloud_2343: n_keypoints=25 + cloud_2344: n_keypoints=30 + cloud_2345: n_keypoints=26 + cloud_2346: n_keypoints=26 + cloud_2347: n_keypoints=24 + cloud_2348: n_keypoints=30 + cloud_2349: n_keypoints=28 + cloud_2350: n_keypoints=29 + cloud_2351: n_keypoints=27 + cloud_2352: n_keypoints=30 + cloud_2353: n_keypoints=36 + cloud_2354: n_keypoints=30 + cloud_2355: n_keypoints=32 + cloud_2356: n_keypoints=29 + cloud_2357: n_keypoints=34 + cloud_2358: n_keypoints=36 + cloud_2359: n_keypoints=31 + cloud_2360: n_keypoints=30 + cloud_2361: n_keypoints=39 + cloud_2362: n_keypoints=29 + cloud_2363: n_keypoints=42 + cloud_2364: n_keypoints=32 + cloud_2365: n_keypoints=39 + cloud_2366: n_keypoints=41 + cloud_2367: n_keypoints=37 + cloud_2368: n_keypoints=37 + cloud_2369: n_keypoints=38 + cloud_2370: n_keypoints=37 + cloud_2371: n_keypoints=42 + cloud_2372: n_keypoints=33 + cloud_2373: n_keypoints=35 + cloud_2374: n_keypoints=38 + cloud_2375: n_keypoints=39 + cloud_2376: n_keypoints=42 + cloud_2377: n_keypoints=47 + cloud_2378: n_keypoints=40 + cloud_2379: n_keypoints=40 + cloud_2380: n_keypoints=38 + cloud_2381: n_keypoints=38 + cloud_2382: n_keypoints=41 + cloud_2383: n_keypoints=36 + cloud_2384: n_keypoints=29 + cloud_2385: n_keypoints=35 + cloud_2386: n_keypoints=27 + cloud_2387: n_keypoints=44 + cloud_2388: n_keypoints=29 + cloud_2389: n_keypoints=40 + cloud_2390: n_keypoints=29 + cloud_2391: n_keypoints=32 + cloud_2392: n_keypoints=33 + cloud_2393: n_keypoints=30 + cloud_2394: n_keypoints=40 + cloud_2395: n_keypoints=36 + cloud_2396: n_keypoints=34 + cloud_2397: n_keypoints=44 + cloud_2398: n_keypoints=34 + cloud_2399: n_keypoints=40 + cloud_2400: n_keypoints=42 + cloud_2401: n_keypoints=36 + cloud_2402: n_keypoints=53 + cloud_2403: n_keypoints=66 + cloud_2404: n_keypoints=54 + cloud_2405: n_keypoints=52 + cloud_2406: n_keypoints=58 + cloud_2407: n_keypoints=58 + cloud_2408: n_keypoints=50 + cloud_2409: n_keypoints=52 + cloud_2410: n_keypoints=52 + cloud_2411: n_keypoints=54 + cloud_2412: n_keypoints=51 + cloud_2413: n_keypoints=76 + cloud_2414: n_keypoints=57 + cloud_2415: n_keypoints=60 + cloud_2416: n_keypoints=50 + cloud_2417: n_keypoints=61 + cloud_2418: n_keypoints=68 + cloud_2419: n_keypoints=68 + cloud_2420: n_keypoints=69 + cloud_2421: n_keypoints=69 + cloud_2422: n_keypoints=54 + cloud_2423: n_keypoints=64 + cloud_2424: n_keypoints=79 + cloud_2425: n_keypoints=85 + cloud_2426: n_keypoints=96 + cloud_2427: n_keypoints=68 + cloud_2428: n_keypoints=85 + cloud_2429: n_keypoints=58 + cloud_2430: n_keypoints=58 + cloud_2431: n_keypoints=60 + cloud_2432: n_keypoints=60 + cloud_2433: n_keypoints=62 + cloud_2434: n_keypoints=64 + cloud_2435: n_keypoints=58 + cloud_2436: n_keypoints=57 + cloud_2437: n_keypoints=40 + cloud_2438: n_keypoints=47 + cloud_2439: n_keypoints=42 + cloud_2440: n_keypoints=39 + cloud_2441: n_keypoints=53 + cloud_2442: n_keypoints=45 + cloud_2443: n_keypoints=57 + cloud_2444: n_keypoints=52 + cloud_2445: n_keypoints=66 + cloud_2446: n_keypoints=61 + cloud_2447: n_keypoints=68 + cloud_2448: n_keypoints=66 + cloud_2449: n_keypoints=52 + cloud_2450: n_keypoints=59 + cloud_2451: n_keypoints=58 + cloud_2452: n_keypoints=61 + cloud_2453: n_keypoints=59 + cloud_2454: n_keypoints=51 + cloud_2455: n_keypoints=59 + cloud_2456: n_keypoints=69 + cloud_2457: n_keypoints=61 + cloud_2458: n_keypoints=70 + cloud_2459: n_keypoints=64 + cloud_2460: n_keypoints=67 + cloud_2461: n_keypoints=57 + cloud_2462: n_keypoints=64 + cloud_2463: n_keypoints=63 + cloud_2464: n_keypoints=60 + cloud_2465: n_keypoints=63 + cloud_2466: n_keypoints=48 + cloud_2467: n_keypoints=52 + cloud_2468: n_keypoints=72 + cloud_2469: n_keypoints=59 + cloud_2470: n_keypoints=62 + cloud_2471: n_keypoints=61 + cloud_2472: n_keypoints=60 + cloud_2473: n_keypoints=67 + cloud_2474: n_keypoints=76 + cloud_2475: n_keypoints=65 + cloud_2476: n_keypoints=62 + cloud_2477: n_keypoints=61 + cloud_2478: n_keypoints=64 + cloud_2479: n_keypoints=56 + cloud_2480: n_keypoints=66 + cloud_2481: n_keypoints=46 + cloud_2482: n_keypoints=55 + cloud_2483: n_keypoints=55 + cloud_2484: n_keypoints=62 + cloud_2485: n_keypoints=51 + cloud_2486: n_keypoints=46 + cloud_2487: n_keypoints=40 + cloud_2488: n_keypoints=49 + cloud_2489: n_keypoints=39 + cloud_2490: n_keypoints=40 + cloud_2491: n_keypoints=42 + cloud_2492: n_keypoints=29 + cloud_2493: n_keypoints=38 + cloud_2494: n_keypoints=44 + cloud_2495: n_keypoints=39 + cloud_2496: n_keypoints=45 + cloud_2497: n_keypoints=36 + cloud_2498: n_keypoints=36 + cloud_2499: n_keypoints=39 + cloud_2500: n_keypoints=38 + cloud_2501: n_keypoints=45 + cloud_2502: n_keypoints=44 + cloud_2503: n_keypoints=43 + cloud_2504: n_keypoints=41 + cloud_2505: n_keypoints=39 + cloud_2506: n_keypoints=35 + cloud_2507: n_keypoints=36 + cloud_2508: n_keypoints=35 + cloud_2509: n_keypoints=43 + cloud_2510: n_keypoints=46 + cloud_2511: n_keypoints=42 + cloud_2512: n_keypoints=40 + cloud_2513: n_keypoints=30 + cloud_2514: n_keypoints=29 + cloud_2515: n_keypoints=30 + cloud_2516: n_keypoints=28 + cloud_2517: n_keypoints=30 + cloud_2518: n_keypoints=32 + cloud_2519: n_keypoints=26 + cloud_2520: n_keypoints=43 + cloud_2521: n_keypoints=29 + cloud_2522: n_keypoints=37 + cloud_2523: n_keypoints=26 + cloud_2524: n_keypoints=31 + cloud_2525: n_keypoints=32 + cloud_2526: n_keypoints=25 + cloud_2527: n_keypoints=33 + cloud_2528: n_keypoints=39 + cloud_2529: n_keypoints=32 + cloud_2530: n_keypoints=32 + cloud_2531: n_keypoints=39 + cloud_2532: n_keypoints=35 + cloud_2533: n_keypoints=30 + cloud_2534: n_keypoints=38 + cloud_2535: n_keypoints=38 + cloud_2536: n_keypoints=39 + cloud_2537: n_keypoints=35 + cloud_2538: n_keypoints=31 + cloud_2539: n_keypoints=28 + cloud_2540: n_keypoints=26 + cloud_2541: n_keypoints=26 + cloud_2542: n_keypoints=23 + cloud_2543: n_keypoints=26 + cloud_2544: n_keypoints=20 + cloud_2545: n_keypoints=15 + cloud_2546: n_keypoints=21 + cloud_2547: n_keypoints=26 + cloud_2548: n_keypoints=26 + cloud_2549: n_keypoints=23 + cloud_2550: n_keypoints=19 + cloud_2551: n_keypoints=24 + cloud_2552: n_keypoints=29 + cloud_2553: n_keypoints=27 + cloud_2554: n_keypoints=40 + cloud_2555: n_keypoints=31 + cloud_2556: n_keypoints=37 + cloud_2557: n_keypoints=37 + cloud_2558: n_keypoints=23 + cloud_2559: n_keypoints=29 + cloud_2560: n_keypoints=27 + cloud_2561: n_keypoints=29 + cloud_2562: n_keypoints=26 + cloud_2563: n_keypoints=27 + cloud_2564: n_keypoints=30 + cloud_2565: n_keypoints=30 + cloud_2566: n_keypoints=35 + cloud_2567: n_keypoints=38 + cloud_2568: n_keypoints=43 + cloud_2569: n_keypoints=39 + cloud_2570: n_keypoints=40 + cloud_2571: n_keypoints=37 + cloud_2572: n_keypoints=47 + cloud_2573: n_keypoints=49 + cloud_2574: n_keypoints=50 + cloud_2575: n_keypoints=66 + cloud_2576: n_keypoints=56 + cloud_2577: n_keypoints=60 + cloud_2578: n_keypoints=57 + cloud_2579: n_keypoints=55 + cloud_2580: n_keypoints=51 + cloud_2581: n_keypoints=56 + cloud_2582: n_keypoints=60 + cloud_2583: n_keypoints=58 + cloud_2584: n_keypoints=61 + cloud_2585: n_keypoints=67 + cloud_2586: n_keypoints=63 + cloud_2587: n_keypoints=70 + cloud_2588: n_keypoints=67 + cloud_2589: n_keypoints=62 + cloud_2590: n_keypoints=72 + cloud_2591: n_keypoints=72 + cloud_2592: n_keypoints=64 + cloud_2593: n_keypoints=64 + cloud_2594: n_keypoints=60 + cloud_2595: n_keypoints=72 + cloud_2596: n_keypoints=68 + cloud_2597: n_keypoints=69 + cloud_2598: n_keypoints=67 + cloud_2599: n_keypoints=64 + cloud_2600: n_keypoints=63 + cloud_2601: n_keypoints=67 + cloud_2602: n_keypoints=64 + cloud_2603: n_keypoints=74 + cloud_2604: n_keypoints=71 + cloud_2605: n_keypoints=59 + cloud_2606: n_keypoints=71 + cloud_2607: n_keypoints=71 + cloud_2608: n_keypoints=69 + cloud_2609: n_keypoints=78 + cloud_2610: n_keypoints=66 + cloud_2611: n_keypoints=68 + cloud_2612: n_keypoints=83 + cloud_2613: n_keypoints=72 + cloud_2614: n_keypoints=71 + cloud_2615: n_keypoints=60 + cloud_2616: n_keypoints=65 + cloud_2617: n_keypoints=74 + cloud_2618: n_keypoints=70 + cloud_2619: n_keypoints=82 + cloud_2620: n_keypoints=75 + cloud_2621: n_keypoints=83 + cloud_2622: n_keypoints=76 + cloud_2623: n_keypoints=76 + cloud_2624: n_keypoints=71 + cloud_2625: n_keypoints=68 + cloud_2626: n_keypoints=54 + cloud_2627: n_keypoints=55 + cloud_2628: n_keypoints=60 + cloud_2629: n_keypoints=71 + cloud_2630: n_keypoints=87 + cloud_2631: n_keypoints=69 + cloud_2632: n_keypoints=79 + cloud_2633: n_keypoints=55 + cloud_2634: n_keypoints=70 + cloud_2635: n_keypoints=70 + cloud_2636: n_keypoints=60 + cloud_2637: n_keypoints=58 + cloud_2638: n_keypoints=46 + cloud_2639: n_keypoints=43 + cloud_2640: n_keypoints=39 + cloud_2641: n_keypoints=44 + cloud_2642: n_keypoints=38 + cloud_2643: n_keypoints=44 + cloud_2644: n_keypoints=40 + cloud_2645: n_keypoints=47 + cloud_2646: n_keypoints=36 + cloud_2647: n_keypoints=31 + cloud_2648: n_keypoints=43 + cloud_2649: n_keypoints=41 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n_keypoints=70 + cloud_2685: n_keypoints=58 + cloud_2686: n_keypoints=67 + cloud_2687: n_keypoints=51 + cloud_2688: n_keypoints=60 + cloud_2689: n_keypoints=60 + cloud_2690: n_keypoints=54 + cloud_2691: n_keypoints=55 + cloud_2692: n_keypoints=68 + cloud_2693: n_keypoints=63 + cloud_2694: n_keypoints=63 + cloud_2695: n_keypoints=54 + cloud_2696: n_keypoints=58 + cloud_2697: n_keypoints=57 + cloud_2698: n_keypoints=62 + cloud_2699: n_keypoints=60 + cloud_2700: n_keypoints=58 + cloud_2701: n_keypoints=54 + cloud_2702: n_keypoints=60 + cloud_2703: n_keypoints=60 + cloud_2704: n_keypoints=49 + cloud_2705: n_keypoints=50 + cloud_2706: n_keypoints=52 + cloud_2707: n_keypoints=51 + cloud_2708: n_keypoints=40 + cloud_2709: n_keypoints=45 + cloud_2710: n_keypoints=67 + cloud_2711: n_keypoints=60 + cloud_2712: n_keypoints=64 + cloud_2713: n_keypoints=75 + cloud_2714: n_keypoints=51 + cloud_2715: n_keypoints=60 + cloud_2716: n_keypoints=70 + cloud_2717: n_keypoints=70 + cloud_2718: n_keypoints=55 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n_keypoints=68 + cloud_2754: n_keypoints=69 + cloud_2755: n_keypoints=60 + cloud_2756: n_keypoints=61 + cloud_2757: n_keypoints=99 + cloud_2758: n_keypoints=75 + cloud_2759: n_keypoints=93 + cloud_2760: n_keypoints=81 + cloud_2761: n_keypoints=78 + cloud_2762: n_keypoints=89 + cloud_2763: n_keypoints=91 + cloud_2764: n_keypoints=98 + cloud_2765: n_keypoints=90 + cloud_2766: n_keypoints=92 + cloud_2767: n_keypoints=93 + cloud_2768: n_keypoints=90 + cloud_2769: n_keypoints=78 + cloud_2770: n_keypoints=87 + cloud_2771: n_keypoints=98 + cloud_2772: n_keypoints=87 + cloud_2773: n_keypoints=74 + cloud_2774: n_keypoints=86 + cloud_2775: n_keypoints=92 + cloud_2776: n_keypoints=86 + cloud_2777: n_keypoints=90 + cloud_2778: n_keypoints=83 + cloud_2779: n_keypoints=81 + cloud_2780: n_keypoints=83 + cloud_2781: n_keypoints=75 + cloud_2782: n_keypoints=67 + cloud_2783: n_keypoints=68 + cloud_2784: n_keypoints=68 + cloud_2785: n_keypoints=60 + cloud_2786: n_keypoints=64 + cloud_2787: n_keypoints=56 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n_keypoints=63 + cloud_2823: n_keypoints=58 + cloud_2824: n_keypoints=56 + cloud_2825: n_keypoints=51 + cloud_2826: n_keypoints=45 + cloud_2827: n_keypoints=55 + cloud_2828: n_keypoints=49 + cloud_2829: n_keypoints=63 + cloud_2830: n_keypoints=60 + cloud_2831: n_keypoints=60 + cloud_2832: n_keypoints=65 + cloud_2833: n_keypoints=68 + cloud_2834: n_keypoints=64 + cloud_2835: n_keypoints=63 + cloud_2836: n_keypoints=65 + cloud_2837: n_keypoints=63 + cloud_2838: n_keypoints=69 + cloud_2839: n_keypoints=68 + cloud_2840: n_keypoints=70 + cloud_2841: n_keypoints=75 + cloud_2842: n_keypoints=79 + cloud_2843: n_keypoints=91 + cloud_2844: n_keypoints=90 + cloud_2845: n_keypoints=88 + cloud_2846: n_keypoints=80 + cloud_2847: n_keypoints=71 + cloud_2848: n_keypoints=74 + cloud_2849: n_keypoints=88 + cloud_2850: n_keypoints=69 + cloud_2851: n_keypoints=81 + cloud_2852: n_keypoints=71 + cloud_2853: n_keypoints=70 + cloud_2854: n_keypoints=63 + cloud_2855: n_keypoints=62 + cloud_2856: n_keypoints=60 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n_keypoints=62 + cloud_2892: n_keypoints=63 + cloud_2893: n_keypoints=56 + cloud_2894: n_keypoints=64 + cloud_2895: n_keypoints=70 + cloud_2896: n_keypoints=62 + cloud_2897: n_keypoints=69 + cloud_2898: n_keypoints=66 + cloud_2899: n_keypoints=58 + cloud_2900: n_keypoints=60 + cloud_2901: n_keypoints=58 + cloud_2902: n_keypoints=55 + cloud_2903: n_keypoints=52 + cloud_2904: n_keypoints=45 + cloud_2905: n_keypoints=50 + cloud_2906: n_keypoints=45 + cloud_2907: n_keypoints=53 + cloud_2908: n_keypoints=46 + cloud_2909: n_keypoints=42 + cloud_2910: n_keypoints=35 + cloud_2911: n_keypoints=39 + cloud_2912: n_keypoints=41 + cloud_2913: n_keypoints=40 + cloud_2914: n_keypoints=39 + cloud_2915: n_keypoints=44 + cloud_2916: n_keypoints=45 + cloud_2917: n_keypoints=42 + cloud_2918: n_keypoints=38 + cloud_2919: n_keypoints=48 + cloud_2920: n_keypoints=49 + cloud_2921: n_keypoints=45 + cloud_2922: n_keypoints=39 + cloud_2923: n_keypoints=41 + cloud_2924: n_keypoints=35 + cloud_2925: n_keypoints=45 + cloud_2926: n_keypoints=35 + cloud_2927: n_keypoints=44 + cloud_2928: n_keypoints=34 + cloud_2929: n_keypoints=55 + cloud_2930: n_keypoints=49 + cloud_2931: n_keypoints=45 + cloud_2932: n_keypoints=43 + cloud_2933: n_keypoints=32 + cloud_2934: n_keypoints=38 + cloud_2935: n_keypoints=35 + cloud_2936: n_keypoints=36 + cloud_2937: n_keypoints=40 + cloud_2938: n_keypoints=34 + cloud_2939: n_keypoints=37 + cloud_2940: n_keypoints=37 + cloud_2941: n_keypoints=33 + cloud_2942: n_keypoints=36 + cloud_2943: n_keypoints=34 + cloud_2944: n_keypoints=43 + cloud_2945: n_keypoints=38 + cloud_2946: n_keypoints=33 + cloud_2947: n_keypoints=45 + cloud_2948: n_keypoints=37 + cloud_2949: n_keypoints=32 + cloud_2950: n_keypoints=40 + cloud_2951: n_keypoints=35 + cloud_2952: n_keypoints=33 + cloud_2953: n_keypoints=32 + cloud_2954: n_keypoints=36 + cloud_2955: n_keypoints=33 + cloud_2956: n_keypoints=36 + cloud_2957: n_keypoints=39 + cloud_2958: n_keypoints=43 + cloud_2959: n_keypoints=38 + cloud_2960: n_keypoints=34 + cloud_2961: n_keypoints=41 + cloud_2962: n_keypoints=35 + cloud_2963: n_keypoints=37 + cloud_2964: n_keypoints=31 + cloud_2965: n_keypoints=38 + cloud_2966: n_keypoints=35 + cloud_2967: n_keypoints=41 + cloud_2968: n_keypoints=32 + cloud_2969: n_keypoints=33 + cloud_2970: n_keypoints=31 + cloud_2971: n_keypoints=35 + cloud_2972: n_keypoints=39 + cloud_2973: n_keypoints=35 + cloud_2974: n_keypoints=36 + cloud_2975: n_keypoints=39 + cloud_2976: n_keypoints=36 + cloud_2977: n_keypoints=43 + cloud_2978: n_keypoints=33 + cloud_2979: n_keypoints=39 + cloud_2980: n_keypoints=40 + cloud_2981: n_keypoints=37 + cloud_2982: n_keypoints=47 + cloud_2983: n_keypoints=43 + cloud_2984: n_keypoints=47 + cloud_2985: n_keypoints=46 + cloud_2986: n_keypoints=43 + cloud_2987: n_keypoints=60 + cloud_2988: n_keypoints=49 + cloud_2989: n_keypoints=57 + cloud_2990: n_keypoints=49 + cloud_2991: n_keypoints=57 + cloud_2992: n_keypoints=40 + cloud_2993: n_keypoints=41 + cloud_2994: n_keypoints=49 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n_keypoints=49 + cloud_3030: n_keypoints=42 + cloud_3031: n_keypoints=46 + cloud_3032: n_keypoints=36 + cloud_3033: n_keypoints=43 + cloud_3034: n_keypoints=38 + cloud_3035: n_keypoints=45 + cloud_3036: n_keypoints=38 + cloud_3037: n_keypoints=37 + cloud_3038: n_keypoints=36 + cloud_3039: n_keypoints=31 + cloud_3040: n_keypoints=43 + cloud_3041: n_keypoints=40 + cloud_3042: n_keypoints=34 + cloud_3043: n_keypoints=41 + cloud_3044: n_keypoints=29 + cloud_3045: n_keypoints=38 + cloud_3046: n_keypoints=37 + cloud_3047: n_keypoints=34 + cloud_3048: n_keypoints=41 + cloud_3049: n_keypoints=46 + cloud_3050: n_keypoints=43 + cloud_3051: n_keypoints=37 + cloud_3052: n_keypoints=39 + cloud_3053: n_keypoints=38 + cloud_3054: n_keypoints=39 + cloud_3055: n_keypoints=43 + cloud_3056: n_keypoints=44 + cloud_3057: n_keypoints=46 + cloud_3058: n_keypoints=52 + cloud_3059: n_keypoints=45 + cloud_3060: n_keypoints=43 + cloud_3061: n_keypoints=53 + cloud_3062: n_keypoints=48 + cloud_3063: n_keypoints=55 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n_keypoints=44 + cloud_3099: n_keypoints=61 + cloud_3100: n_keypoints=50 + cloud_3101: n_keypoints=45 + cloud_3102: n_keypoints=50 + cloud_3103: n_keypoints=47 + cloud_3104: n_keypoints=46 + cloud_3105: n_keypoints=57 + cloud_3106: n_keypoints=52 + cloud_3107: n_keypoints=46 + cloud_3108: n_keypoints=47 + cloud_3109: n_keypoints=47 + cloud_3110: n_keypoints=47 + cloud_3111: n_keypoints=48 + cloud_3112: n_keypoints=51 + cloud_3113: n_keypoints=59 + cloud_3114: n_keypoints=50 + cloud_3115: n_keypoints=47 + cloud_3116: n_keypoints=50 + cloud_3117: n_keypoints=42 + cloud_3118: n_keypoints=46 + cloud_3119: n_keypoints=48 + cloud_3120: n_keypoints=48 + cloud_3121: n_keypoints=48 + cloud_3122: n_keypoints=56 + cloud_3123: n_keypoints=45 + cloud_3124: n_keypoints=53 + cloud_3125: n_keypoints=47 + cloud_3126: n_keypoints=50 + cloud_3127: n_keypoints=45 + cloud_3128: n_keypoints=50 + cloud_3129: n_keypoints=43 + cloud_3130: n_keypoints=40 + cloud_3131: n_keypoints=48 + cloud_3132: n_keypoints=48 + cloud_3133: n_keypoints=44 + cloud_3134: n_keypoints=56 + cloud_3135: n_keypoints=47 + cloud_3136: n_keypoints=48 + cloud_3137: n_keypoints=48 + cloud_3138: n_keypoints=37 + cloud_3139: n_keypoints=48 + cloud_3140: n_keypoints=42 + cloud_3141: n_keypoints=45 + cloud_3142: n_keypoints=38 + cloud_3143: n_keypoints=38 + cloud_3144: n_keypoints=43 + cloud_3145: n_keypoints=35 + cloud_3146: n_keypoints=31 + cloud_3147: n_keypoints=40 + cloud_3148: n_keypoints=32 + cloud_3149: n_keypoints=31 + cloud_3150: n_keypoints=31 + cloud_3151: n_keypoints=23 + cloud_3152: n_keypoints=27 + cloud_3153: n_keypoints=25 + cloud_3154: n_keypoints=26 + cloud_3155: n_keypoints=29 + cloud_3156: n_keypoints=24 + cloud_3157: n_keypoints=26 + cloud_3158: n_keypoints=25 + cloud_3159: n_keypoints=23 + cloud_3160: n_keypoints=31 + cloud_3161: n_keypoints=23 + cloud_3162: n_keypoints=25 + cloud_3163: n_keypoints=23 + cloud_3164: n_keypoints=21 + cloud_3165: n_keypoints=24 + cloud_3166: n_keypoints=19 + cloud_3167: n_keypoints=24 + cloud_3168: n_keypoints=16 + cloud_3169: n_keypoints=18 + cloud_3170: n_keypoints=17 + cloud_3171: n_keypoints=18 + cloud_3172: n_keypoints=18 + cloud_3173: n_keypoints=15 + cloud_3174: n_keypoints=17 + cloud_3175: n_keypoints=15 + cloud_3176: n_keypoints=18 + cloud_3177: n_keypoints=16 + cloud_3178: n_keypoints=15 + cloud_3179: n_keypoints=17 + cloud_3180: n_keypoints=17 + cloud_3181: n_keypoints=19 + cloud_3182: n_keypoints=13 + cloud_3183: n_keypoints=17 + cloud_3184: n_keypoints=19 + cloud_3185: n_keypoints=13 + cloud_3186: n_keypoints=13 + cloud_3187: n_keypoints=16 + cloud_3188: n_keypoints=17 + cloud_3189: n_keypoints=16 + cloud_3190: n_keypoints=11 + cloud_3191: n_keypoints=18 + cloud_3192: n_keypoints=16 + cloud_3193: n_keypoints=19 + cloud_3194: n_keypoints=16 + cloud_3195: n_keypoints=11 + cloud_3196: n_keypoints=16 + cloud_3197: n_keypoints=15 + cloud_3198: n_keypoints=16 + cloud_3199: n_keypoints=16 + cloud_3200: n_keypoints=17 + cloud_3201: n_keypoints=18 + cloud_3202: n_keypoints=15 + cloud_3203: n_keypoints=18 + cloud_3204: n_keypoints=17 + cloud_3205: n_keypoints=15 + cloud_3206: n_keypoints=20 + cloud_3207: n_keypoints=14 + cloud_3208: n_keypoints=18 + cloud_3209: n_keypoints=16 + cloud_3210: n_keypoints=18 + cloud_3211: n_keypoints=15 + cloud_3212: n_keypoints=16 + cloud_3213: n_keypoints=19 + cloud_3214: n_keypoints=17 + cloud_3215: n_keypoints=17 + cloud_3216: n_keypoints=15 + cloud_3217: n_keypoints=16 + cloud_3218: n_keypoints=19 + cloud_3219: n_keypoints=13 + cloud_3220: n_keypoints=20 + cloud_3221: n_keypoints=15 + cloud_3222: n_keypoints=16 + cloud_3223: n_keypoints=12 + cloud_3224: n_keypoints=14 + cloud_3225: n_keypoints=17 + cloud_3226: n_keypoints=12 + cloud_3227: n_keypoints=14 + cloud_3228: n_keypoints=13 + cloud_3229: n_keypoints=15 + cloud_3230: n_keypoints=19 + cloud_3231: n_keypoints=15 + cloud_3232: n_keypoints=15 + cloud_3233: n_keypoints=17 + cloud_3234: n_keypoints=16 + cloud_3235: n_keypoints=14 + cloud_3236: n_keypoints=14 + cloud_3237: n_keypoints=16 + cloud_3238: n_keypoints=16 + cloud_3239: n_keypoints=17 + cloud_3240: n_keypoints=13 + cloud_3241: n_keypoints=14