Table 5.
List of Datasets
| Dataset | Usage in literature | Surveillance target |
|---|---|---|
| UCSD | [12, 121, 128, 148, 149, 170] | Automobile, Individual, Crowd (Public Places) |
| [20, 73, 84, 107, 108, 125] | ||
| [21, 110, 157, 158] | ||
| Avenue, CUHK | [13, 84, 148, 149, 170] | Individual, Crowd, Object (Public Places) |
| [20, 73, 125] | ||
| UMN | [107, 110, 121, 157, 170] | Individual, Crowd (Public Places) |
| Subway | [12, 45, 125, 128, 148, 149] | Individual, Crowd (Entrance and Exit of Subway |
| [20–22, 108, 110] | Stations) | |
| Uturn | [110] | Objects (Vehicles), Individuals (Pedestrians) |
| Vanaheim | [22] | Individual, Crowd (Metro Stations) |
| Mind’s Eye | [22] | Individual, Crowd, Objects (Vehicles) (Parking Area) |
| UVSD, DAVIS | [164] | Individuals, Objects (Vehicles) |
| Shanghai | [73, 76, 125, 128] | Individual, Crowd, Objects (Vehicles) (Public Places) |
| Badminton | [21] | Individual, Crowd (Badminton Game) |
| Behave | [12] | Individual, Crowd Public Places) |
| ABU dataset | [44, 61] | Objects (Aerial View) |
| MDVD | [18, 19] | Objects (Aerial View) |
| IEEE SP Cup-2020 | [16, 17] | Objects (Lobby, Parking Area) |
| AU-AIR | [9] | Objects (Aerial View) |
| Facial expression | [2] | Individuals (Facial Expressions) |
| 2013 (FER-2013) | ||
| ISLD-A | [3] | Individuals, Objects (Human Action Recognition) |
| Self-deployed | [43, 57, 65, 69, 87, 167] | Individuals, Objects, Crowd, Automobiles |
| [47, 49, 59, 70, 122] | ||
| [23, 64, 71, 161] | ||
| [78, 151] | ||
| STONE | [150] | Objects (Grassy Scene) |
| AVIRIS | [150] | Objects (Aerial View) |
| SkyEye | [105] | Objects (Aerial View) |
| UCF101 | [104] | Individual (Action Videos) |
| HMDB51 | [104] | Individual (Action Videos) |
| THUMOS14 | [35, 104] | Individual (Action Videos) |
| BP4D | [95] | Individual (Facial Expressions) |
| AFEW | [95] | Individual (Facial Expressions) |
| CAVIAR | [80] | Individuals, Objects (Vehicles) |
| PASCAL VOC | [88, 89, 147, 169] | Objects (Vehicles) |
| DS1, DS2 | [82] | Events (Fire/Smoke/Fog) |
| SFpark | [7] | Object (Taxis) |
| LISA 2010 | [169] | Objects (Vehicles) |
| ImageNet | [83] | Events (Fire/Smoke/Fog) |
| QMUL junction | [12, 42] | Objects (Vehicles) |
| HockeyFight | [4] | Individuals |
| ViolentFlow | [4] | Individuals |