The PVEL Anomaly Detection (PVEL-AD) dataset for polycrystalline solar cell contains 36524 near-infrared images with various internal defects and heterogeneous background. This dataset contains anomaly-free images and anomalous images with 12 different categories. Totally 41958 box-wise ground truth labels are provided for 12 types of defects. Details will be released in related papers. [Download] [Kaggle competition]

Binyi Su, Zhong Zhou, Haiyong Chen. PVEL-AD: A Large-Scale Open-World Dataset for Photovoltaic Cell Anomaly Detection[J]. IEEE Transactions on Industrial Informatics. 2022, Early access. (Top journal, IF:10.2) pdf

The CNRDD dataset contains 4319 images with a size of 1600*1200 pixels, including 3022 images in the training set and 1273 images in the test set, with a total of 4295 images involved in the training and another 24 images that do not contain any road damage. Road damage annotation information is stored in an xml file with the same name as the image file, contains information on damage level 1-3, 8 damage types and uncertain type and box coordinates of road damage. The box coordinates of the road damage in the xml file are the result of the normalization process. [Download] [Kaggle competition]

Binyi Su, Hua Zhang, Zhaohui Wu, Zhong Zhou. FSRDD: An Efficient Few-Shot Detector for Rare City Road Damage Detection[J]. IEEE Transactions on Intelligent Transportation Systems. 2022, Early access. (CCF rank B, Top journal, IF:9.5) pdf

Kaige Li, Qichuan Geng, Maoxian Wan, Xiaochun Cao, IEEE, and Zhong Zhou. Context and Spatial Feature Calibration for Real-Time Semantic Segmentation[J]. IEEE Transactions on Image Processing (TIP). 2023, 32:5465-5477. [source@github]

Zhuo, Z.; Zhou, Z. Remote Sensing Image Retrieval with Gabor-CA-ResNet and Split-Based Deep Feature Transform Network[J]. Remote Sens. 2021, 13(5), 869   link [PDF] [source@github]

Zheng Z, Zhong Z. Cross-domain remote sensing image retrieval with Gabor-based CNN. International Journal of Remote Sensing, 2023, 44(2):567-584 [source@github]

Z Zhuo, Z Zhou. Low Dimensional Discriminative Representation of Fully Connected Layer Features Using Extended LargeVis Method for High-Resolution Remote Sensing[J]. Sensors. 2020, 20(17): 4718   link [PDF] [source@github]