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{
"schema_version": "1.0",
"generated_by": "catalog.py",
"datasets": {
"euroc_mav": {
"physical_id": "euroc_mav",
"configs": [
"euroc_mav_april",
"euroc_mav_chess"
],
"n_configs": 2,
"collections_per_config": {
"euroc_mav_april": 2,
"euroc_mav_chess": 1
},
"n_cameras": [
2
],
"shutter": [
"global"
],
"camera_models_benchmarked": [
"radtan"
],
"boards": [
"apriltag 6x6 t36h11 tag 0.088 m",
"chessboard 7x6 square 0.06 m"
],
"source_type": [
"rosbag_topic"
],
"tracks": [
"camera-intrinsics",
"simulation (vs-GT)"
],
"title": "EuRoC MAV calibration bags",
"source": "ETH Zurich ASL",
"homepage": "https://projects.asl.ethz.ch/datasets/euroc-mav/",
"license": "CC BY (attribution)",
"cite": "Burri2016EuRoC",
"camera_hw": "2x Aptina MT9V034 (Skybotix VI-Sensor), mono, ~11 cm baseline",
"resolution_fps": "752x480 @ 20 Hz",
"lens": "standard (~80 deg H)",
"imus": "ADIS16448 @ 200 Hz",
"hosted": "recipe",
"notes": "Hardware cam-IMU sync; april + checkerboard calib bags. Also the simulation-track GT config (vs Kalibr-wiki reference).",
"sensors": [
"vi-sensor"
]
},
"hilti_2022": {
"physical_id": "hilti_2022",
"configs": [
"hilti_2022"
],
"n_configs": 1,
"collections_per_config": {
"hilti_2022": 6
},
"n_cameras": [
1,
2
],
"shutter": [
"global"
],
"camera_models_benchmarked": [
"equidistant"
],
"boards": [
"apriltag 7x12 t36h11 tag 0.15 m"
],
"source_type": [
"rosbag_topic"
],
"tracks": [
"camera-intrinsics"
],
"title": "Hilti-Oxford 2022 calibration bag",
"source": "Hilti SLAM Challenge 2022",
"homepage": "https://hilti-challenge.com/dataset-2022.html",
"license": "CC BY-NC-SA 3.0 (NonCommercial!)",
"cite": "Zhang2023HiltiOxford",
"camera_hw": "Sevensense Alphasense Core: 5x 0.4MP GS mono (Sony IMX287-class) \u2014 front stereo (11 cm) + 2 lateral + 1 up",
"resolution_fps": "720x540 @ 40 Hz",
"lens": "fisheye-ish wide (126x92 deg)",
"imus": "Bosch BMI085 @ 400 Hz (FPGA-synced)",
"hosted": "recipe",
"notes": "One calib bag; our 6 collections = cam0..cam4 individually + the cam0_cam1 front stereo pair.",
"sensors": [
"alphasense-core"
]
},
"hilti_2023_handheld": {
"physical_id": "hilti_2023_handheld",
"configs": [
"hilti_2023_handheld"
],
"n_configs": 1,
"collections_per_config": {
"hilti_2023_handheld": 6
},
"n_cameras": [
1,
2
],
"shutter": [
"global"
],
"camera_models_benchmarked": [
"equidistant"
],
"boards": [
"apriltag 6x6 t36h11 tag 0.08 m"
],
"source_type": [
"rosbag_topic"
],
"tracks": [
"camera-intrinsics"
],
"title": "Hilti 2023 handheld ('Phasma') calibration bag",
"source": "Hilti SLAM Challenge 2023",
"homepage": "https://hilti-challenge.com/dataset-2023.html",
"license": "CC BY-NC-SA 3.0 (NonCommercial!)",
"cite": "Zhang2023HiltiOxford",
"camera_hw": "Sevensense Alphasense Core (same 5-cam head as 2022)",
"resolution_fps": "720x540 @ 10 Hz (published rosbag rate)",
"lens": "fisheye-ish wide (~126x92 deg)",
"imus": "Bosch BMI085 @ 200 Hz (published rate)",
"hosted": "recipe",
"notes": "Handheld device; 6 collections = cam0..cam4 individually + the cam0_cam1 front stereo pair.",
"sensors": [
"alphasense-core"
]
},
"monado_msd": {
"physical_id": "monado_msd",
"configs": [
"tum_mic"
],
"n_configs": 1,
"collections_per_config": {
"tum_mic": 6
},
"n_cameras": [
2
],
"shutter": [
"global"
],
"camera_models_benchmarked": [
"equidistant"
],
"boards": [
"apriltag 6x6 t36h11 tag 0.03 m"
],
"source_type": [
"euroc"
],
"tracks": [
"camera-intrinsics"
],
"title": "Monado SLAM Datasets \u2014 MIC camcalib sequences",
"source": "Collabora",
"homepage": "https://huggingface.co/datasets/collabora/monado-slam-datasets",
"license": "CC BY 4.0",
"cite": "deMayo2025Monado",
"camera_hw": "Valve Index HMD front stereo pair (sensor p/n unpublished), grayscale",
"resolution_fps": "2x 960x960 @ 54 Hz",
"lens": "fisheye (~120 deg, unofficial)",
"imus": "Valve Index 6-axis @ ~1000 Hz (not used: camera-only folders)",
"hosted": "recipe",
"notes": "Repo id 'tum_mic' is a misnomer (pending rename to monado_msd): MIC01..MIC11 camcalib image folders, Kalibr-style target.",
"sensors": [
"valve-index"
]
},
"mvis_rig": {
"physical_id": "mvis_rig",
"configs": [
"mvis_elp",
"mvis_elp_single",
"mvis_elp_t265",
"mvis_t265",
"mvis_t265_ds",
"mvis_t265_equidistant",
"mvis_t265_eucm",
"mvis_t265_fov"
],
"n_configs": 8,
"collections_per_config": {
"mvis_elp": 5,
"mvis_elp_single": 5,
"mvis_elp_t265": 5,
"mvis_t265": 5,
"mvis_t265_ds": 5,
"mvis_t265_equidistant": 5,
"mvis_t265_eucm": 5,
"mvis_t265_fov": 5
},
"n_cameras": [
1,
2
],
"shutter": [
"global",
"rolling"
],
"camera_models_benchmarked": [
"double_sphere",
"equidistant",
"eucm",
"fov",
"radtan"
],
"boards": [
"apriltag 6x6 t36h11 tag 0.088 m"
],
"source_type": [
"rosbag_topic"
],
"tracks": [
"camera-intrinsics",
"rolling-shutter"
],
"title": "VI-rig 4 IMUs + 4 cams (ours)",
"source": "ours (MVIS rig, Yang et al. IJRR 2024)",
"homepage": "https://huggingface.co/datasets/calibench-vi/datasets",
"license": "CC BY 4.0",
"cite": "Yang2024MVIS + Calibench",
"camera_hw": "ELP stereo module (2x RS, mono out) + Intel RealSense T265 (2x OV9282 GS fisheye, BMI055)",
"resolution_fps": "ELP 2x 640x480 @ 25 Hz; T265 2x 848x800 @ 30 Hz",
"lens": "ELP standard-wide; T265 ~163 deg fisheye",
"imus": "MicroStrain GX3-25 @ 500 Hz, GX3-35 @ 100 Hz, Xsens MTi-100 @ 400 Hz, T265 BMI055 @ 200 Hz",
"hosted": "hosted (virig-4imus-4cams)",
"notes": "5 apriltag bags; the ELP rolling-shutter pair seeds the rolling-shutter track (mvis_elp*). Rates/resolutions probed from the bags 2026-06-11.",
"sensors": [
"elp-960p2cam-v90",
"t265",
"gx3-25",
"gx3-35",
"mti-100"
]
},
"penncosyvio": {
"physical_id": "penncosyvio",
"configs": [
"penncosyvio",
"penncosyvio_ds",
"penncosyvio_eucm",
"penncosyvio_fov"
],
"n_configs": 4,
"collections_per_config": {
"penncosyvio": 3,
"penncosyvio_ds": 1,
"penncosyvio_eucm": 1,
"penncosyvio_fov": 1
},
"n_cameras": [
1
],
"shutter": [
"global"
],
"camera_models_benchmarked": [
"ds",
"equidistant",
"eucm",
"fov"
],
"boards": [
"chessboard 7x6 square 0.108 m"
],
"source_type": [
"images"
],
"tracks": [
"camera-intrinsics"
],
"title": "PennCOSYVIO GoPro intrinsic calibration",
"source": "UPenn (Daniilidis group)",
"homepage": "https://daniilidis-group.github.io/penncosyvio/",
"license": "no license stated \u2014 citation-only, no redistribution grant",
"cite": "Pfrommer2017PennCOSYVIO",
"camera_hw": "3x GoPro Hero 4 Black (rig cameras C1/C2/C3); we use the intrinsic_calib image sets",
"resolution_fps": "1920x1080 @ 30 Hz",
"lens": "wide (118x70 deg, not full fisheye)",
"imus": "none used (rig's VI-Sensor ADIS16488 @ 200 Hz not part of these sets)",
"hosted": "recipe",
"notes": "Rolling shutter, but calibrated as GS stills here (checkerboard intrinsic sets c1/c2/c3).",
"sensors": [
"gopro-hero4"
]
},
"tum_double_sphere": {
"physical_id": "tum_double_sphere",
"configs": [
"tum_fisheye_bf2m2020s23_ds",
"tum_fisheye_bf2m2020s23_equidistant",
"tum_fisheye_bf2m2020s23_eucm",
"tum_fisheye_bf2m2020s23_fov",
"tum_fisheye_bf5m13720_ds",
"tum_fisheye_bf5m13720_equidistant",
"tum_fisheye_bf5m13720_eucm",
"tum_fisheye_bf5m13720_fov",
"tum_fisheye_bm2820_ds",
"tum_fisheye_bm2820_equidistant",
"tum_fisheye_bm2820_eucm",
"tum_fisheye_bm2820_fov",
"tum_fisheye_bm4018s118_ds",
"tum_fisheye_bm4018s118_equidistant",
"tum_fisheye_bm4018s118_eucm",
"tum_fisheye_bm4018s118_fov",
"tum_fisheye_gopro_ds",
"tum_fisheye_gopro_equidistant",
"tum_fisheye_gopro_eucm",
"tum_fisheye_gopro_fov"
],
"n_configs": 20,
"collections_per_config": {
"tum_fisheye_bf2m2020s23_ds": 3,
"tum_fisheye_bf2m2020s23_equidistant": 3,
"tum_fisheye_bf2m2020s23_eucm": 3,
"tum_fisheye_bf2m2020s23_fov": 3,
"tum_fisheye_bf5m13720_ds": 3,
"tum_fisheye_bf5m13720_equidistant": 3,
"tum_fisheye_bf5m13720_eucm": 3,
"tum_fisheye_bf5m13720_fov": 3,
"tum_fisheye_bm2820_ds": 3,
"tum_fisheye_bm2820_equidistant": 3,
"tum_fisheye_bm2820_eucm": 3,
"tum_fisheye_bm2820_fov": 3,
"tum_fisheye_bm4018s118_ds": 3,
"tum_fisheye_bm4018s118_equidistant": 3,
"tum_fisheye_bm4018s118_eucm": 3,
"tum_fisheye_bm4018s118_fov": 3,
"tum_fisheye_gopro_ds": 3,
"tum_fisheye_gopro_equidistant": 3,
"tum_fisheye_gopro_eucm": 3,
"tum_fisheye_gopro_fov": 3
},
"n_cameras": [
1
],
"shutter": [
"global"
],
"camera_models_benchmarked": [
"double_sphere",
"equidistant",
"eucm",
"fov"
],
"boards": [
"apriltag 6x6 t36h11 tag 0.088 m"
],
"source_type": [
"rosbag_topic"
],
"tracks": [
"camera-intrinsics"
],
"title": "Double Sphere paper calibration sequences",
"source": "TUM CVG (Usenko, Demmel, Cremers 2018)",
"homepage": "https://cvg.cit.tum.de/research/vslam/double-sphere",
"license": "not specified by the dataset authors (verified 2026-06-14) \u2014 recipe-only, linked not re-hosted",
"cite": "Usenko2018DoubleSphere",
"camera_hw": "IDS uEye body (model not named in paper), 5 lens setups: Lensagon BF2M2020S23, BF5M13720, BM4018S118, BM2820, GoPro replacement lens",
"resolution_fps": "1280x1024 (body native; not stated in paper)",
"lens": "195 / 183 / 126 / 122 / 150 deg FOV per lens",
"imus": "none (camera-only)",
"hosted": "recipe",
"notes": "Was the unidentified 'tum_fisheye_*' source \u2014 identified 2026-06-11. 5 lenses x 3 apriltag sequences; the 'GoPro' is a replacement lens on the same body, not a GoPro camera. The wide lenses are exactly what DS/EUCM/FOV models exist for.",
"sensors": [
"ueye-ui3241le",
"bf2m2020s23",
"bf5m13720",
"bm4018s118",
"bm2820",
"gopro-replacement-lens"
]
},
"tum_rgbd": {
"physical_id": "tum_rgbd",
"configs": [
"tum_rgbd_bag"
],
"n_configs": 1,
"collections_per_config": {
"tum_rgbd_bag": 9
},
"n_cameras": [
1
],
"shutter": [
"rolling"
],
"camera_models_benchmarked": [
"radtan"
],
"boards": [
"chessboard 6x7 square 0.04 m; chessboard 6x8 square 0.025 m; chessboard 7x9 square 0.04 m"
],
"source_type": [
"rosbag_topic"
],
"tracks": [
"camera-intrinsics"
],
"title": "TUM RGB-D calibration bags",
"source": "TUM CVG",
"homepage": "https://cvg.cit.tum.de/data/datasets/rgbd-dataset",
"license": "CC BY 4.0",
"cite": "Sturm2012RGBD",
"camera_hw": "Microsoft Kinect v1 (fr1/fr2), Asus Xtion Pro Live (fr3); RGB + IR calib bags",
"resolution_fps": "640x480 @ 30 Hz",
"lens": "standard",
"imus": "none used (Kinect accelerometer present in bags)",
"hosted": "recipe",
"notes": "9 calib bags across fr1/fr2/fr3: rgb, ir, and large-checkerboard variants.",
"sensors": [
"kinect-v1",
"xtion-pro-live"
]
},
"tum_rs": {
"physical_id": "tum_rs",
"configs": [
"tum_rs",
"tum_rs_raw"
],
"n_configs": 2,
"collections_per_config": {
"tum_rs": 2,
"tum_rs_raw": 2
},
"n_cameras": [
2
],
"shutter": [
"global"
],
"camera_models_benchmarked": [
"equidistant"
],
"boards": [
"apriltag 6x6 t36h11 tag 0.088 m"
],
"source_type": [
"rosbag_topic"
],
"tracks": [
"camera-intrinsics",
"rolling-shutter"
],
"title": "TUM rolling-shutter dataset calib",
"source": "TUM CVG",
"homepage": "https://cvg.cit.tum.de/data/datasets/rolling-shutter-dataset",
"license": "not specified by the dataset authors (verified 2026-06-14) \u2014 recipe-only, linked not re-hosted",
"cite": "Schubert2018DSORS",
"camera_hw": "2x IDS uEye UI-3241LE-M-GL, mono (left GS, right RS ~29.47 us/row readout)",
"resolution_fps": "1280x1024 @ 20 Hz",
"lens": "Lensagon BM4018S118 (~126 deg)",
"imus": "Bosch BMI160 @ 200 Hz",
"hosted": "recipe",
"notes": "Purpose-built RS benchmark: same camera model both sides, the right one runs rolling shutter (~29.47 us/row) in the evaluation sequences. The dedicated calib bags we use here are recorded with BOTH cameras in GS mode (the dataset's own protocol), which is why the configs say GS; the RS readout itself is what the rolling-shutter track will measure.",
"sensors": [
"ueye-ui3241le",
"bm4018s118",
"bmi160"
]
},
"tum_vi": {
"physical_id": "tum_vi",
"configs": [
"tum_vi_1024_ds",
"tum_vi_1024_equidistant",
"tum_vi_1024_eucm",
"tum_vi_1024_fov",
"tum_vi_raw",
"tum_vi_standard_1024",
"tum_vi_standard_512"
],
"n_configs": 7,
"collections_per_config": {
"tum_vi_1024_ds": 8,
"tum_vi_1024_equidistant": 8,
"tum_vi_1024_eucm": 8,
"tum_vi_1024_fov": 8,
"tum_vi_raw": 8,
"tum_vi_standard_1024": 8,
"tum_vi_standard_512": 8
},
"n_cameras": [
2
],
"shutter": [
"global"
],
"camera_models_benchmarked": [
"double_sphere",
"equidistant",
"eucm",
"fov"
],
"boards": [
"apriltag 6x6 t36h11 tag 0.088 m"
],
"source_type": [
"rosbag_topic"
],
"tracks": [
"camera-intrinsics"
],
"title": "TUM-VI calibration bags",
"source": "TUM CVG",
"homepage": "https://cvg.cit.tum.de/data/datasets/visual-inertial-dataset",
"license": "CC BY 4.0",
"cite": "Schubert2018TUMVI",
"camera_hw": "2x IDS uEye UI-3241LE-M-GL, mono",
"resolution_fps": "1024x1024 @ 20 Hz (512x512 downsampled variant)",
"lens": "fisheye Lensagon BF2M2020S23 (195 deg)",
"imus": "Bosch BMI160 @ 200 Hz",
"hosted": "recipe",
"notes": "Hardware-synced; 16-bit linear images with vignette calibration; 8 calib bags (cam1..cam8).",
"sensors": [
"ueye-ui3241le",
"bf2m2020s23",
"bmi160"
]
},
"tum_vie": {
"physical_id": "tum_vie",
"configs": [
"tum_event"
],
"n_configs": 1,
"collections_per_config": {
"tum_event": 4
},
"n_cameras": [
2
],
"shutter": [
"global"
],
"camera_models_benchmarked": [
"equidistant"
],
"boards": [
"apriltag 6x6 t36h11 tag 0.088 m"
],
"source_type": [
"images"
],
"tracks": [
"camera-intrinsics"
],
"title": "TUM-VIE calibration (frame cameras)",
"source": "TUM CVG",
"homepage": "https://cvg.cit.tum.de/data/datasets/visual-inertial-event-dataset",
"license": "CC BY 4.0",
"cite": "Klenk2021TUMVIE",
"camera_hw": "2x IDS uEye UI-3241LE-M-GL, mono (the rig's 2x Prophesee GEN4-CD event cameras are not used here)",
"resolution_fps": "1024x1024 @ 20 Hz",
"lens": "Lensagon BM4018S118 (101x76 deg)",
"imus": "Bosch BMI160 @ 200 Hz (not used: camera-only image folders)",
"hosted": "recipe",
"notes": "calibA/calibB apriltag sequences, extracted image folders; visual stereo baseline 10.86 cm.",
"sensors": [
"ueye-ui3241le",
"bm4018s118",
"bmi160"
]
},
"urban_fisheye": {
"physical_id": "urban_fisheye",
"configs": [
"fisheye1_ds",
"fisheye1_eucm",
"fisheye1_fov",
"fisheye2_ds",
"fisheye2_eucm",
"fisheye2_fov",
"fisheye_dataset",
"gopro_ds",
"gopro_eucm",
"gopro_fov"
],
"n_configs": 10,
"collections_per_config": {
"fisheye1_ds": 1,
"fisheye1_eucm": 1,
"fisheye1_fov": 1,
"fisheye2_ds": 1,
"fisheye2_eucm": 1,
"fisheye2_fov": 1,
"fisheye_dataset": 3,
"gopro_ds": 1,
"gopro_eucm": 1,
"gopro_fov": 1
},
"n_cameras": [
1
],
"shutter": [
"global"
],
"camera_models_benchmarked": [
"ds",
"equidistant",
"eucm",
"fov"
],
"boards": [
"chessboard 6x8 square 0.0325 m",
"chessboard 6x8 square 0.0325 m; chessboard 6x8 square 0.117 m",
"chessboard 6x8 square 0.117 m"
],
"source_type": [
"images"
],
"tracks": [
"camera-intrinsics"
],
"title": "ImprovedOcamCalib fisheye sets",
"source": "KIT (Urban, Leitloff, Hinz 2015)",
"homepage": "https://github.com/urbste/ImprovedOcamCalib",
"license": "GPL v2 (copyleft!)",
"cite": "Urban2015ImprovedOcamCalib",
"camera_hw": "Fisheye1: Lensation BF2M15520 (f=1.55mm) on GigE camera; Fisheye2: Lensation BF2M12520 (f=1.25mm) on VRmagic USB; GoPro: GoPro Hero (model unstated)",
"resolution_fps": "still checkerboard images (resolutions unstated)",
"lens": "~185 deg (Fisheye1/2), GoPro wide",
"imus": "none (camera-only stills)",
"hosted": "recipe",
"notes": "Three DIFFERENT physical cameras \u2014 the combined 'fisheye_dataset' config treats them as collections, so cross-collection repeatability is invalid there (excluded from repeat_intrinsics_px).",
"sensors": [
"bf2m15520",
"bf2m12520",
"gopro-hero"
]
},
"virig": {
"physical_id": "virig",
"configs": [
"virig_flir",
"virig_flir_t265",
"virig_t265"
],
"n_configs": 3,
"collections_per_config": {
"virig_flir": 5,
"virig_flir_t265": 5,
"virig_t265": 5
},
"n_cameras": [
1,
2
],
"shutter": [
"global"
],
"camera_models_benchmarked": [
"equidistant",
"radtan"
],
"boards": [
"apriltag 6x6 t36h11 tag 0.088 m"
],
"source_type": [
"rosbag_topic"
],
"tracks": [
"camera-intrinsics"
],
"title": "VI-rig 4 IMUs + 3 cams (ours)",
"source": "ours (MVIS rig, Yang et al. IJRR 2024)",
"homepage": "https://huggingface.co/datasets/calibench-vi/datasets",
"license": "CC BY 4.0",
"cite": "Yang2024MVIS + Calibench",
"camera_hw": "FLIR Blackfly S BFS-U3-16S2M (Sony IMX273, GS, mono) + Intel RealSense T265 (2x OV9282 GS fisheye, BMI055)",
"resolution_fps": "Blackfly 720x540 @ 30 Hz (2x2 binned from 1440x1080); T265 2x 848x800 @ 30 Hz",
"lens": "Blackfly standard; T265 ~163 deg fisheye",
"imus": "MicroStrain GX3-25 @ 500 Hz, GX3-35 @ 100 Hz, Xsens MTi-100 @ 400 Hz, T265 BMI055 @ 200 Hz",
"hosted": "hosted (virig-4imus-3cams)",
"notes": "5 apriltag bags; rates/resolutions probed from the bags 2026-06-11.",
"sensors": [
"bfs-u3-16s2m",
"t265",
"gx3-25",
"gx3-35",
"mti-100"
]
},
"virig_5imus_4cams": {
"physical_id": "virig_5imus_4cams",
"configs": [],
"n_configs": 0,
"collections_per_config": {},
"n_cameras": [
4
],
"shutter": [
"global"
],
"camera_models_benchmarked": [],
"boards": [
"apriltag 6x6 t36h11 tag 0.088 m"
],
"source_type": [],
"tracks": [
"camera-intrinsics"
],
"hosted_only": true,
"title": "VI-rig 5 IMUs + 4 cams (ours)",
"source": "ours (RPNG VI sensor rig, 5 IMUs)",
"homepage": "https://huggingface.co/datasets/calibench-vi/datasets",
"license": "CC BY 4.0",
"cite": "Calibench",
"camera_hw": "2x Intel RealSense T265 (each 2x OV9282 GS fisheye, BMI055) = 4 fisheye cams",
"resolution_fps": "4x 848x800 @ 30 Hz (two T265 stereo pairs: t265_01, t265_03)",
"lens": "T265 ~163 deg fisheye (x2 units)",
"imus": "MicroStrain GX3-25 @ 500 Hz, GX3-35 @ 100 Hz, Xsens MTi @ 400 Hz, 2x T265 BMI055 @ 200 Hz (5 IMUs)",
"imu_topics": "/gx3_25/data, /gx3_35/imu/data, /mti/sensor/imu_raw, /t265_01/imu, /t265_03/imu",
"hosted": "hosted (virig-5imus-4cams)",
"notes": "7 kalibr AprilGrid bags (40-64 s each, 27.84 GB); 5 IMUs + 4 cams (two T265 stereo fisheye pairs). Topics/rates probed from the bags 2026-06-20. No calibration results yet \u2014 uploaded for benchmarking.",
"sensors": [
"t265",
"gx3-25",
"gx3-35",
"mti-100"
]
}
}
}