| Name | Year | Attributes | Avg. Resolution | No. Samples | No. Instances | Avg. Cnt | Link |
|---|---|---|---|---|---|---|---|
| IOCfish5K | 2023 | Congested | 1080*1920 | 5,637 | 659,024 | 117 | [Download] |
| FUDAN-UCC | 2022 | Congested, Unlabeled | 612*448 | 4,000 | - | - | [Download] |
| RGBT-CC | 2021 | Congested, Thermal | 640*480 | 2,030 | 138,389 | 68 | [Homepage] |
| NWPU-Crowd | 2020 | Congested, Localization | 2191*3209 | 5,109 | 2,133,375 | 418 | [Homepage] (code/benchmark/download) |
| JHU-CROWD++ | 2020 | Congested | 1430*910 | 4,372 | 1,515,005 | 346 | [Homepage] |
| UCF-QNRF | 2018 | Congested | 2013*2902 | 1,535 | 1,251,642 | 815 | [Homepage] [Download] |
| ShanghaiTech Part A | 2016 | Congested | 589*868 | 482 | 241,677 | 501 | Download: [Link1] [Link2] |
| UCF_CC_50 | 2013 | Congested | 2101*2888 | 50 | 63,974 | 1,279 | [Homepage] |
| Name | Year | Attributes | Avg. Resolution | No. Samples | No. Instances | Avg. Cnt | Link |
|---|---|---|---|---|---|---|---|
| GTA Head | 2022 | Synthetic, Localization(Box Label) | 1080*1920 | 5,098 | 1,732,505 | 340 | [Homepage] |
| VSCrowd | 2022 | Video, Localization | 1080*1920 | 62,938 | 2,344,276 | 37 | [Download] |
| DISCO | 2020 | Audiovisual, extreme conditions | 1080*1920 | 1,935 | 170,270 | 88 | [Download] |
| Crowd Surveillance | 2019 | Free scenes | 840*1342 | 13,945 | 386,513 | 28 | [Homepage] |
| ShanghaiTechRGBD | 2019 | Depth | - | - | - | - | [Homepage] |
| Fudan-ShanghaiTech | 2019 | Video | 1080*1920 | 15,000 | 394,081 | 27 | [Homepage] [Download (pwd:sgt1)] |
| GCC | 2019 | 400 Fixed Scenes, Synthetic | 1080*1920 | 15,211 | 7,625,843 | 501 | Download: [Link1] [Link2] [Link3 (pwd:utdo)] |
| Venice | 2019 | 4 Fixed Scenes | 720*1280 | 167 | - | - | [Download] |
| CityStreet | 2019 | Multi-view | 1520*2704 | 500 | - | - | [Homepage] |
| Beijing-BRT | 2019 | 1 Fixed Scene | 640*360 | 1,280 | 16,795 | 13 | [Homepage] |
| SmartCity | 2018 | - | 1080*1920 | 50 | 369 | 7 | Download: [Link1] [Link2] |
| CityUHK-X | 2017 | 55 Fixed Scenes | 384*512 | 3,191 | 106,783 | 33 | [Homepage] |
| ShanghaiTech Part B | 2016 | Free Scenes | 768*1024 | 716 | 88,488 | 123 | Download: [Link1] [Link2] |
| AHU-Crowd | 2016 | - | 720*576 | 107 | 45,000 | 421 | [Homepage] |
| WorldExpo'10 | 2015 | 108 Fixed Scenes | 576*720 | 3,980 | 199,923 | 50 | [Homepage] |
| Mall | 2012 | 1 Fixed Scene | 480*640 | 2,000 | 62,325 | 31 | [Homepage] |
| UCSD | 2008 | 1 Fixed Scene | 158*238 | 2,000 | 49,885 | 25 | [Homepage] |
| Name | Year | Attributes | Avg. Resolution | No. Samples | No. Instances | Avg. Cnt | Link |
|---|---|---|---|---|---|---|---|
| DroneVehicle | 2020 | Vehicle | 840*712 | 31,064 | 441,642 | 14.2 | [Homepage] |
| DroneCrowd | 2019 | Video | 1080*1920 | 33,600 | 4,864,280 | 145 | [Homepage] |
| DLR-ACD | 2019 | - | - | 33 | 226,291 | 6,857 | [Homepage] |