| MedBIoT (Hao et al., 2024) |
2020 |
IoT botnets (Mirai, Bashlite, Torii–causing DDoS, C&C traffic) |
115 (Network flow stats) |
Mixed IoT (83 devices) |
Real |
Yes |
Ahmed, Beyioku & Yousefi (2024)
|
| IoT-23 (Sharma & Babbar, 2024) |
2020 |
Various IoT malware (20 captures incl. Mirai variants, C&C traffic, DDoS) |
20+ (Zeek flow fields) |
Various IoT (Raspberry Pi + real IoT devices) |
Real |
Yes |
Ahmed, Beyioku & Yousefi (2024)
|
| BoT-IoT (Alosaimi & Almutairi, 2023) |
2018 |
DDoS, DoS, scanning (Reconnaissance), keylogging & data exfiltration (Theft) |
47 (Extracted flow features) |
Smart home |
Sim |
Yes |
Hazman et al. (2024, 2023)
|
| Edge-IIoT (Nuaimi et al., 2023) |
2022 |
14 IoT/IIoT attacks in five categories (DoS/DDoS, information gathering, injection, MITM, malware) |
84 (Selected features from 1,176) |
Industrial |
Sim |
Yes |
Hazman et al. (2024)
|
| NSL-KDD (Zakariah et al., 2023) |
2009 |
Classic attacks (DoS, R2L, U2R, Probe) |
41 (Connection features) |
General network |
Sim |
Yes |
Hazman et al. (2024, 2023)
|
| IoT network intrusion (Smart Home) (Kaur et al., 2023) |
2019 |
Various (e.g., host scan, botnet malware, MITM, DDoS) |
115 (46 (Traffic features)) |
Smart home |
Real |
Yes |
Almasri & Alajlan (2023)
|
| ISCX 2012 (Shiravi et al., 2012) |
2012 |
Multi-stage attacks (SSH brute force, HTTP DoS/DDoS, infiltration) |
20 (flow metrics) |
General network |
Real |
Yes |
Almasri & Alajlan (2023)
|
| N-BaIoT (Naveed, 2020) |
2018 |
IoT botnet malware (Mirai, BASHLITE– multiple attack vectors) |
115 |
Smart home |
Real |
Yes |
Taher et al. (2023)
|
| CIC-IoT 2023 (Canadian Institute for Cybersecurity, 2023) |
2023 |
33 large-scale IoT attacks in seven classes (DDoS, DoS, Recon, Web, Brute Force, Spoofing, Mirai) |
~80 (Network-flow features, CSV) |
Diverse IoT (105 devices) |
Real |
Yes |
– |
| ACI-IoT 2023 (Army Cyber Institute, 2023) |
2023 |
Scanning (Reconnaissance), flooding (DoS), password cracking (Brute Force), ARP spoofing |
NetFlow records (e.g., 15 fields) |
Smart home IoT (lab setup) |
Real |
Yes |
– |
