Table 4.
Name | Year | Task | Radar Type | Data | Doppler | Range | Other Sensors | Scenarios | Weather | Annotations | Size |
---|---|---|---|---|---|---|---|---|---|---|---|
Radar Datasets for Detection | |||||||||||
nuScenes [34] | 2020 | DT | LR | PC | ✓ | SV | CLO | USH | ✓ | 3D, T | L |
PixSet [35] | 2021 | DT | LR | PC | ✓ | MR | CLO | USP | ✓ | 3D, T | M |
RadarScenes [36] | 2021 | DTS | HR | PC | ✓ | SV | CO | USHT | ✓ | P | L |
Pointillism [37] | 2020 | D | 2LR | PC | ✓ | MR | CL | U | ✓ | 3D | M |
Zendar [38] | 2020 | D | SAR | ADC, RD, PC | ✓ | MR | CLO | U | ✗ | P | S |
Dense [43] | 2020 | D | LR | PC | ✓ | LR | CLO | USHT | ✓ | 3D | L |
RADIATE [44] | 2020 | LDT | SP | RA | ✗ | SV | CLO | USHP | ✓ | 2D, T, P | M |
Radar Pre-CFAR Datasets for Detection | |||||||||||
CARRADA [45] | 2020 | DTS | LR | RAD | ✓ | SR | C | R | ✗ | 2D, P, M, T | M |
RADDet [46] | 2021 | D | LR | RAD | ✓ | SR | C | US | ✗ | 2D | M |
CRUW [47] | 2021 | D | LR | RAD | ✓ | USR | C | USHP | ✗ | P | L |
RaDICaL [48] | 2021 | L | LR | ADC | ✓ | USR, SR | CO | USHIP | ✗ | 2D | L |
Ghent VRU [49] | 2020 | DS | LR | RAD | ✓ | SR | CL | U | ✗ | M | M |
4D Radar Datasets for Detection | |||||||||||
Astyx [2] | 2019 | D | HR | PC | ✓ | MR | CL | SH | ✗ | 3D | S |
View-of-Delft [50] | 2022 | DT | HR | PC | ✓ | SR | CLO | U | ✗ | 3D, T | S |
RADIal [51] | 2021 | DS | HR | ADC, RAD, PC | ✓ | MR | CLO | USH | ✗ | P, M | M |
TJ4DRadSet [52] | 2022 | DT | HR | PC | ✓ | LR | CLO | U | ✗ | 3D, T | M |
Radar Datasets for Localisation | |||||||||||
Oxford [53] | 2020 | L | SP | RA | ✗ | SV | CLO | U | ✓ | P | L |
Mulran [54] | 2020 | L | SP | RA | ✗ | SV | LO | US | ✗ | P | M |
Boreas [55] | 2022 | LD | SP | RA | ✗ | SV | CLO | S | ✓ | P, 3D | L |
EU Long-term [56] | 2020 | L | LR | PC | ✓ | LR | CLO | U | ✓ | P | M |
Endeavour [57] | 2021 | L | LR | PC | ✓ | 5LR | LO | S | ✗ | P | M |
ColoRadar [58] | 2021 | L | HR, LR | ADC, PC | ✓ | 2USR | LO | SIT | ✓ | P | M |
Radar Datasets for Other Tasks | |||||||||||
PREVENTION [59] | 2019 | DT | LR | PC | ✓ | 1LR, 2SR | CLO | UH | ✓ | 2D, T | L |
SCORP [60] | 2020 | S | LR | ADC, RAD | ✓ | USR | C | P | ✗ | M | S |
Ghost [61] | 2021 | DS | LR | PC | ✗ | LR | CLO | S | ✗ | P | M |
Task: D, T, L, and S stand for detection, tracking, localisation, and segmentation; Type: LR, HR, SP, and SAR stand for low-resolution, high-resolution, spinning, and SAR; Range: SV, LR, MR, SR, an USR stand for surrounding view, long-range (<250 m), middle-range (<180 m), short-range (<50 m), and ultra-short-range (<25 m); Other Sensors: C, Cd, L, and O stand for camera, RGBD camera, LiDAR, and odometry; Scenarios: U, S, H, P, T, R, and I stand for urban (city), suburban, highway, parking lot, tunnel, race track, and indoors; Size: L, M, and S stand for large, medium, and small;Weather stands for adverse weather; Label: 2D, 3D, T, Pw, Po, Ps, and M stand for 2D bounding box, 3D bounding box, track ID, pointwise detection, object-level point, pose, and segmentation mask.