Defect Detection

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

9 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 86 papers with code (394 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation
  9 Feb 2021 7 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Benchmark datasets have a significant impact on accelerating research in programming language tasks.
• CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation
  2 Sep 2021 5 repositories listed Syntology ran 1 of 11 samples · 10 unverified
  We present CodeT5, a unified pre-trained encoder-decoder Transformer model that better leverages the code semantics conveyed from the developer-assigned identifiers.
• Segmentation-Based Deep-Learning Approach for Surface-Defect Detection
  20 Mar 2019 5 repositories listed
  This paper presents a segmentation-based deep-learning architecture that is designed for the detection and segmentation of surface anomalies and is demonstrated on a specific domain of surface-crack detection.
• MemSeg: A semi-supervised method for image surface defect detection using differences and commonalities
  2 May 2022 4 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  By comparing the similarities and differences between input samples and memory samples in the memory pool to give effective guesses about abnormal regions; In the inference phase, MemSeg directly determines the abnormal…
• DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection
  17 Aug 2021 3 repositories listed Syntology ran 2 of 7 samples · 5 unverified
  Visual surface anomaly detection aims to detect local image regions that significantly deviate from normal appearance.
• Same Same But DifferNet: Semi-Supervised Defect Detection with Normalizing Flows
  28 Aug 2020 3 repositories listed
  To achieve a high robustness and performance we exploit multiple transformations in training and evaluation.
• SuperSimpleNet: Unifying Unsupervised and Supervised Learning for Fast and Reliable Surface Defect Detection
  6 Aug 2024 2 repositories listed
  The aim of surface defect detection is to identify and localise abnormal regions on the surfaces of captured objects, a task that's increasingly demanded across various industries.
• A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization
  12 Jul 2024 2 repositories listed Syntology ran 5 of 8 samples · 3 unverified
  Anomaly synthesis strategies can effectively enhance unsupervised anomaly detection.
• ReContrast: Domain-Specific Anomaly Detection via Contrastive Reconstruction
  5 Jun 2023 2 repositories listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  Most advanced unsupervised anomaly detection (UAD) methods rely on modeling feature representations of frozen encoder networks pre-trained on large-scale datasets, e.
• Deep Learning Based Steel Pipe Weld Defect Detection
  30 Apr 2021 2 repositories listed
  Steel pipes are widely used in high-risk and high-pressure scenarios such as oil, chemical, natural gas, shale gas, etc.
• A Hierarchical Transformation-Discriminating Generative Model for Few Shot Anomaly Detection
  29 Apr 2021 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  We demonstrate the superiority of our method on both the one-shot and few-shot settings, on the datasets of Paris, CIFAR10, MNIST and FashionMNIST as well as in the setting of defect detection on MVTec.
• Mixed supervision for surface-defect detection: from weakly to fully supervised learning
  13 Apr 2021 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  We also show that mixed supervision with only a handful of fully annotated samples added to weakly labelled training images can result in performance comparable to the fully supervised model's performance but at a…
• CutPaste: Self-Supervised Learning for Anomaly Detection and Localization
  8 Apr 2021 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 2 pointer-only (licence)
  We aim at constructing a high performance model for defect detection that detects unknown anomalous patterns of an image without anomalous data.
• DRAEM - A Discriminatively Trained Reconstruction Embedding for Surface Anomaly Detection
  1 Jan 2021 2 repositories listed
  Visual surface anomaly detection aims to detect local image regions that significantly deviate from normal appearance.
• Semi-Supervised Defect Detection via Conditional Diffusion and CLIP-Guided Noise Filtering
  8 Jul 2025 1 repository listed
  In the realm of industrial quality inspection, defect detection stands as a critical component, particularly in high-precision, safety-critical sectors such as automotive components aerospace, and medical devices.
• How Good Are Synthetic Requirements ? Evaluating LLM-Generated Datasets for AI4RE
  26 Jun 2025 1 repository listed
  We investigate four research questions assessing how prompting strategies, automated prompt optimization, and post-generation curation affect data quality across four classification tasks: defect detection, functional…
• SteelBlastQC: Shot-blasted Steel Surface Dataset with Interpretable Detection of Surface Defects
  29 Apr 2025 1 repository listed
  Automating the quality control of shot-blasted steel surfaces is crucial for improving manufacturing efficiency and consistency.
• Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detections
  15 Apr 2025 1 repository listed
  Anomaly Detection (AD) involves identifying deviations from normal data distributions and is critical in fields such as medical diagnostics and industrial defect detection.
• ZS-VCOS: Zero-Shot Outperforms Supervised Video Camouflaged Object Segmentation
  10 Apr 2025 1 repository listed
  Our method integrates optical flow, a vision-language model, and SAM 2 into a sequential pipeline.
• ZS-VCOS: Zero-Shot Outperforms Supervised Video Camouflaged Object Segmentation with Zero-Shot Method
  30 Mar 2025 1 repository listed
  Our method integrates optical flow, a vision-language model, and SAM 2 into a sequential pipeline, where the output of one component provides cues for the next.
• Predicting Performance of Object Detection Models in Electron Microscopy Using Random Forests
  14 Jan 2025 1 repository listed
  Quantifying prediction uncertainty when applying object detection models to new, unlabeled datasets is critical in applied machine learning.
• Wavelet and Prototype Augmented Query-based Transformer for Pixel-level Surface Defect Detection
  1 Jan 2025 1 repository listed
  Specifically, a set of dynamic queries for mask prediction is updated through the dual-domain transformer decoder.
• DefFiller: Mask-Conditioned Diffusion for Salient Steel Surface Defect Generation
  20 Dec 2024 1 repository listed
  Current saliency-based defect detection methods show promise in industrial settings, but the unpredictability of defects in steel production environments complicates dataset creation, hampering model performance.
• Machine learning approaches for automatic defect detection in photovoltaic systems
  24 Sep 2024 1 repository listed
  We conclude with the relevant research gaps that need to be addressed and approaches for progress in this field: integrating geometric deep learning with existing approaches for building more robust and reliable models,…
• Change-Aware Siamese Network for Surface Defects Segmentation under Complex Background
  1 Sep 2024 1 repository listed
  Despite the eye-catching breakthroughs achieved by deep visual networks in detecting region-level surface defects, the challenge of high-quality pixel-wise defect detection remains due to diverse defect appearances and…
• A Lightweight Insulator Defect Detection Model Based on Drone Images
  26 Aug 2024 1 repository listed
  Initially, the backbone network of IDD-YOLO employs GhostNet for feature extraction.
• IDD-YOLOv5: A Lightweight Insulator Defect Real-time Detection Algorithm
  19 Aug 2024 1 repository listed
  In order to achieve real-time detection of insulator defects in transmission lines, this paper proposes an improved insulator defect detection algorithm based on the YOLOv5s model, named IDD-YOLOv5.
• RailTrack-DaViT: A Vision Transformer-Based Approach for Automated Railway Track Defect Detection
  7 Aug 2024 1 repository listed
  This paper proposes RailTrack-DaViT, a novel vision transformer-based approach for railway track defect classification.
• Few-shot Defect Image Generation based on Consistency Modeling
  1 Aug 2024 1 repository listed Syntology ran 14 of 19 samples · 5 unverified · 19 pointer-only (licence)
  To address these issues, we propose DefectDiffu, a novel text-guided diffusion method to model both intra-product background consistency and inter-product defect consistency across multiple products and modulate the…
• Explainable Differential Privacy-Hyperdimensional Computing for Balancing Privacy and Transparency in Additive Manufacturing Monitoring
  9 Jul 2024 1 repository listed
  Differential Privacy (DP), which introduces mathematically controlled noise, provides a balance between data utility and privacy.

Syntology lines on 10 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.