DDS-NAS: Dynamic Data Selection within Neural Architecture Search via On-line Hard Example Mining applied to Image Classification
(2025)
Journal Article
Poyser, M., & Breckon, T. P. (2026). DDS-NAS: Dynamic Data Selection within Neural Architecture Search via On-line Hard Example Mining applied to Image Classification. Pattern Recognition, 169, Article 111948. https://doi.org/10.1016/j.patcog.2025.111948
Outputs (4)
DurTOMD: A Trail-based Off-road Multimodal Dataset for Traversable Pathway Segmentation under Challenging Illumination Conditions (2025)
Presentation / Conference Contribution
Sun, Y., Li, L., E, W., Atapour-Abarghouei, A., & Breckon, T. (2025, June). DurTOMD: A Trail-based Off-road Multimodal Dataset for Traversable Pathway Segmentation under Challenging Illumination Conditions. Presented at International Joint Conference on Neural Networks, Rome, Italy
Semi-supervised Object-Wise Anomaly Detection for Firearm and Firearm Component Detection in X-ray Security Imagery (2025)
Presentation / Conference Contribution
Gaus, Y. F. A., Isaac-Medina, B. K. S., Bhowmik, N., Lam, Y. T., & Breckon, T. P. (2025, June). Semi-supervised Object-Wise Anomaly Detection for Firearm and Firearm Component Detection in X-ray Security Imagery. Presented at 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Nashville, Tennessee, USA
Dream-Box: Object-wise Outlier Generation for Out-of-Distribution Detection (2025)
Presentation / Conference Contribution
Isaac-Medina, B., & Breckon, T. (2025, June). Dream-Box: Object-wise Outlier Generation for Out-of-Distribution Detection. Presented at Computer Vision Pattern Recognition Workshops, Nashville, Tennessee, USA