Training Sequences
Test Sequences

LaMAria is a city-scale egocentric SLAM dataset that provides sequences captured in various challenging environments. We offer 23 training and 63 test sequences. The training and test sequences include sequence and calibration data in the formats discussed in the documentation. The sparse and dense pseudo ground truth files are provided for the training sequences and kept closed for the test sequences. You can submit your results for both training and test sequences for evaluation via this website.

Download Format

We provide a Python script download_lamaria.py for convenience in data download. The script downloads and organizes the data in the following directory structure:

    output_dir/
    ├── training/
    │   ├── <sequence_name>/
    │   │   ├── aria_calibrations/
    │   │   │   └── <sequence_name>.json
    │   │   ├── asl_folder/
    │   │   │   ├── <sequence_name>.zip
    │   │   ├── ground_truth/
    │   │   │   ├── pGT/
    │   │   │   │   └── <sequence_name>.txt
    │   │   │   └── control_points/
    │   │   │       └── <sequence_name>.json
    │   │   ├── pinhole_calibrations/
    │   │   │   └── <sequence_name>.json
    │   │   ├── raw_data/
    │   │   │   └── <sequence_name>.vrs
    │   │   └── rosbag/
    │   │       └── <sequence_name>.bag
    │   └── ....
    └── test/
        ├── <sequence_name>/
        │   └── # no ground truth available
        └── ...

The tables below summarize the dataset contents. To watch a sped-up, downscaled preview of each sequence, click on the sequence name. Individual sequence data can be downloaded from the links given below.

Training Sequences

Name Set Level/Challenge #CPs sort Len (km) sort Dur (min) sort Download
R_01_easy Controlled Experimental Set I - 0.16 2.41
R_02_easy Controlled Experimental Set I - 0.18 2.48
R_03_easy Controlled Experimental Set I - 0.20 2.64
R_04_medium Controlled Experimental Set II - 0.32 4.38
R_05_medium Controlled Experimental Set II - 0.47 5.13
R_06_medium Controlled Experimental Set II - 0.62 6.51
R_07_medium Controlled Experimental Set II - 0.60 6.67
R_08_hard Controlled Experimental Set III - 0.75 10.27
R_09_hard Controlled Experimental Set III - 0.94 13.01
R_10_hard Controlled Experimental Set III - 1.34 15.60
R_11_5cp Controlled Experimental Set IV 5 0.48 7.96
R_12_10cp Controlled Experimental Set IV 10 1.01 16.90
R_13_15cp Controlled Experimental Set IV 15 1.17 23.44
sequence_1_19 Additional Set Short 14 1.53 15.31
sequence_1_20 Additional Set Short 13 1.72 16.90
sequence_2_11 Additional Set Medium 18 2.05 19.80
sequence_2_12 Additional Set Medium 20 3.07 27.95
sequence_3_17 Additional Set Long 27 3.09 29.90
sequence_3_18 Additional Set Long 24 2.74 28.25
sequence_4_10 Additional Set Low light 16 2.23 23.70
sequence_4_11 Additional Set Low light 15 1.79 18.80
sequence_5_11 Additional Set Moving platform 14 1.76 18.76
sequence_5_12 Additional Set Moving platform 18 ~ 1.90 22.23

Test Sequences

Name Set Level/Challenge #CPs sort Len (km) sort Dur (min) sort Download
sequence_1_1 Main Dataset Short 12 1.16 15.97
sequence_1_2 Main Dataset Short 15 1.43 21.95
sequence_1_3 Main Dataset Short 13 1.05 17.95
sequence_1_4 Main Dataset Short 15 1.63 23.77
sequence_1_5 Main Dataset Short 12 0.59 15.10
sequence_1_6 Main Dataset Short 11 0.94 18.52
sequence_1_7 Main Dataset Short 14 1.00 19.15
sequence_1_8 Main Dataset Short 14 0.85 17.92
sequence_1_9 Main Dataset Short 13 0.81 16.92
sequence_1_10 Main Dataset Short 15 0.90 19.87
sequence_1_11 Main Dataset Short 14 0.78 12.48
sequence_1_12 Main Dataset Short 13 1.04 19.00
sequence_1_13 Main Dataset Short 14 1.16 21.38
sequence_1_14 Main Dataset Short 15 1.19 20.03
sequence_1_15 Main Dataset Short 14 1.01 18.67
sequence_1_16 Main Dataset Short 14 1.14 19.15
sequence_1_17 Main Dataset Short 15 1.09 18.38
sequence_1_18 Main Dataset Short 5 0.48 5.60
sequence_2_1 Main Dataset Medium 21 1.65 28.42
sequence_2_2 Main Dataset Medium 22 1.74 28.27
sequence_2_3 Main Dataset Medium 17 1.31 22.18
sequence_2_4 Main Dataset Medium 19 1.88 29.23
sequence_2_5 Main Dataset Medium 20 1.87 28.33
sequence_2_6 Main Dataset Medium 16 1.62 24.22
sequence_2_7 Main Dataset Medium 16 1.53 22.25
sequence_2_8 Main Dataset Medium 16 0.69 13.35
sequence_2_9 Main Dataset Medium 18 1.42 24.87
sequence_2_10 Main Dataset Medium 18 1.27 21.15
sequence_3_1 Main Dataset Long 27 1.84 33.40
sequence_3_2 Main Dataset Long 26 1.67 28.53
sequence_3_3 Main Dataset Long 26 1.79 33.87
sequence_3_4 Main Dataset Long 27 1.85 31.47
sequence_3_5 Main Dataset Long 27 1.79 29.27
sequence_3_6 Main Dataset Long 27 1.71 29.78
sequence_3_7 Main Dataset Long 25 1.35 30.62
sequence_3_8 Main Dataset Long 30 2.60 42.83
sequence_3_9 Main Dataset Long 26 2.13 36.42
sequence_3_10 Main Dataset Long 28 2.87 48.00
sequence_3_11 Main Dataset Long 27 2.35 40.63
sequence_3_12 Main Dataset Long 28 2.40 37.27
sequence_3_13 Main Dataset Long 26 2.35 35.70
sequence_3_14 Main Dataset Long 26 1.98 32.05
sequence_3_15 Main Dataset Long 26 2.30 37.37
sequence_3_16 Main Dataset Long 27 2.42 37.52
sequence_4_1 Main Dataset Low light 30 1.95 34.93
sequence_4_2 Main Dataset Low light 16 1.64 26.75
sequence_4_3 Main Dataset Low light 14 1.29 23.07
sequence_4_4 Main Dataset Low light 16 1.58 26.20
sequence_4_5 Main Dataset Low light 15 1.53 25.50
sequence_4_6 Main Dataset Low light 15 0.90 18.68
sequence_4_7 Main Dataset Low light 16 0.95 20.70
sequence_4_8 Main Dataset Low light 14 1.21 22.02
sequence_4_9 Main Dataset Low light 13 0.87 15.77
sequence_5_1 Main Dataset Moving platform 25 2.41 39.93
sequence_5_2 Main Dataset Moving platform 27 2.33 32.32
sequence_5_3 Main Dataset Moving platform 27 2.22 41.05
sequence_5_4 Main Dataset Moving platform 22 2.17 27.92
sequence_5_5 Main Dataset Moving platform 27 ~ 2.17 35.20
sequence_5_6 Main Dataset Moving platform 29 ~ 2.23 41.43
sequence_5_7 Main Dataset Moving platform 15 ~ 1.10 20.62
sequence_5_8 Main Dataset Moving platform 15 1.08 21.12
sequence_5_9 Main Dataset Moving platform 15 2.25 24.65
sequence_5_10 Main Dataset Moving platform 16 2.04 26.60