2026 IoT Dataset Records | IoTDataset.com

Mendeley Data

Cybersecurity Jul 29, 2026

Smart Home Intrusion Detection Dataset — 7 Attack Scenarios

Smart home traffic captured under normal operation and seven multi-stage attack scenarios across heterogeneous end devices. CC BY 4.0, published 2026.

#iot security #intrusion detection #smart home #network traffic +3 more

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Frontiers

Cybersecurity Jul 29, 2026

TRUSTLab: IoT/Edge Intrusion Detection Flow Dataset

About 4.6 million labelled bi-flows with 80 CICFlowMeter features, covering 15 attack families plus benign traffic in 16 single-class files. CC BY 4.0.

#iot security #intrusion detection #cicflowmeter #network flows +4 more

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Zenodo

Smart City May 03, 2026

Gotham Device-Level IoT Traffic: 78 Smart City Devices, Federated IDS Benchmark [2026]

Large-scale distributed IoT IDS benchmark with traffic captured at individual device interfaces across 78 heterogeneous smart city IoT devices using the Gotham testbed. PCAP and CSV. Published January 2026 on Zenodo. Designed for federated learning and decentralised IDS research.

#iot #smart-city #federated-learning #intrusion-detection +11 more

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University

Cybersecurity Mar 20, 2026

CIC-YNU-IoTMal 2026 - IoT Malware Analysis Dataset

Latest 2026 IoT malware dataset from the Canadian Institute for Cybersecurity (CIC) and Yunnan University, featuring comprehensive malware samples and behavioral analysis data for IoT threat detection research.

#IoT malware #cybersecurity #CIC #intrusion detection +3 more

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Scientific Reports (Nature Publishing Group)

IoT Network Security / Federated Learning Feb 03, 2026

Dataset-Centric Evaluation of Federated Intrusion Detection Models in IoT Networks

A federated learning evaluation across several contemporary IoT and IIoT intrusion detection datasets, benchmarking algorithms such as FedAvg, FedProx, and FedNova with LSTM and Transformer models in in-domain, cross-dataset, and multi-dataset federation scenarios.

#federated learning #intrusion detection #IoT security #dataset evaluation +7 more

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Kaggle

Smart Home Jan 31, 2026

FoG-STAR: Multi-Level Annotated Sensor Dataset of Gait Freezing Episodes in Parkinson's Disease (Nature 2026)

Wearable IMU dataset from 22 Parkinson's disease patients performing standardized motor tasks, with four inertial sensors (ankles, wrist, lower back) capturing freezing of gait (FoG) episodes, designed for algorithm development and clinical gait analysis.

#Parkinson's disease #freezing of gait #wearable #IMU +6 more

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Kaggle

Smart Home Jan 31, 2026

DaRA Dataset: Combining Wearable Sensors, Location Tracking, and Video for Daily Living Activity Recognition

Multimodal dataset from 18 subjects with wearable IMUs (wrists, torso), Bluetooth indoor localization, and first-person video capturing 12 activity categories in realistic home/office scenarios for human activity recognition and fall detection research.

#activity recognition #wearable #IMU #BLE +5 more

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