We open-source four datasets. Feel free to download and cite our papers.
Infrared thermography and deep learning for multi crack-detection tasks (multiple-type distress detection, crack severity classification, and crack segmentation).
(1) Multiple-type distress detection
Multiple-type distress detection in asphalt concrete pavement using infrared thermography and deep learning
Paper: https://doi.org/10.1016/j.autcon.2024.105355
Dataset: https://doi.org/10.5281/zenodo.11638443
Citation: Fangyu Liu, Jian Liu, Linbing Wang, and Imad L. Al-Qadi. "Multiple-type distress detection in asphalt concrete pavement using infrared thermography and deep learning." Automation in Construction 161 (2024): 105355. https://doi.org/10.1016/j.autcon.2024.105355.
(2) Crack severity classification
Deep learning and infrared thermography for asphalt pavement crack severity classification
Paper: https://doi.org/10.1016/j.autcon.2022.104383
Dataset: https://doi.org/10.5281/zenodo.11625820
Citation: Fangyu Liu, Jian Liu, and Linbing Wang. "Deep learning and infrared thermography for asphalt pavement crack severity classification." Automation in Construction 140 (2022): 104383. https://doi.org/10.1016/j.autcon.2022.104383.
Asphalt pavement fatigue crack severity classification by infrared thermography and deep learning
Paper: https://doi.org/10.1016/j.autcon.2022.104575
Dataset: https://doi.org/10.5281/zenodo.11625865
Citation: Fangyu Liu, Jian Liu, and Linbing Wang. "Asphalt pavement fatigue crack severity classification by infrared thermography and deep learning." Automation in Construction 143 (2022): 104575. https://doi.org/10.1016/j.autcon.2022.104575.
(3) Crack segmentation
Asphalt pavement crack detection based on convolutional neural network and infrared thermography
Paper: https://doi.org/10.1109/TITS.2022.3142393
Dataset: https://doi.org/10.5281/zenodo.11624965 OR https://github.com/lfangyu09/IR-Crack-detection
Citation: Fangyu Liu, Jian Liu, and Linbing Wang. "Asphalt Pavement Crack Detection Based on Convolutional Neural Network and Infrared Thermography." IEEE Transactions on Intelligent Transportation Systems (2022). https://doi.org/10.1109/TITS.2022.3142393.