| SuperSimpleNet: Unifying Unsupervised and Supervised Learning for Fast and Reliable Surface Defect Detection | Aug 6, 2024 | Anomaly DetectionDefect Detection | CodeCode Available | 9 |
| A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization | Jul 12, 2024 | Anomaly DetectionDefect Detection | CodeCode Available | 3 |
| Wavelet and Prototype Augmented Query-based Transformer for Pixel-level Surface Defect Detection | Jan 1, 2025 | Defect Detection | CodeCode Available | 2 |
| MemSeg: A semi-supervised method for image surface defect detection using differences and commonalities | May 2, 2022 | Anomaly DetectionDefect Detection | CodeCode Available | 2 |
| Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detections | Apr 15, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| DefFiller: Mask-Conditioned Diffusion for Salient Steel Surface Defect Generation | Dec 20, 2024 | Data AugmentationDefect Detection | CodeCode Available | 1 |
| Change-Aware Siamese Network for Surface Defects Segmentation under Complex Background | Sep 1, 2024 | Change DetectionDecoder | CodeCode Available | 1 |
| A Lightweight Insulator Defect Detection Model Based on Drone Images | Aug 26, 2024 | Defect DetectionInsulator Defect Detection | CodeCode Available | 1 |
| Few-shot Defect Image Generation based on Consistency Modeling | Aug 1, 2024 | Defect DetectionDiversity | CodeCode Available | 1 |
| Leveraging Latent Diffusion Models for Training-Free In-Distribution Data Augmentation for Surface Defect Detection | Jul 4, 2024 | Data AugmentationDefect Detection | CodeCode Available | 1 |