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Defect Detection datasets

archive 2025-07-28

9 datasets carry the task tag "Defect Detection" (the task itself: Defect Detection), ordered by the archive's paper count. Page 1 of 1: 9 shown of 9. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 52Defect Detection 9

Defect Detection datasets 1–9 of 9

CodeXGLUE
CodeXGLUE is a benchmark dataset and open challenge for code intelligence.
TextsCode GenerationCode SearchCode CompletionDefect DetectionDocument TranslationClone Detection+5 tasks
205 papers · 10 benchmarks
KolektorSDD (Kolektor Surface-Defect Dataset)
The dataset is constructed from images of defective production items that were provided and annotated by Kolektor Group d.o.o..
ImagesUnsupervised Anomaly DetectionDefect DetectionWeakly Supervised Defect Detection
15 papers · 1 benchmark
KolektorSDD2 (Kolektor Surface-Defect Dataset 2)
KolektorSDD2 is a surface-defect detection dataset with over 3000 images containing several types of defects, obtained while addressing a real-world industrial problem.
ImagesUnsupervised Anomaly DetectionDefect DetectionWeakly Supervised Defect DetectionSupervised Defect DetectionSelf-Supervised Anomaly Detection
15 papers · 2 benchmarks
DAGM2007
This is a synthetic dataset for defect detection on textured surfaces.
ImagesUnsupervised Anomaly DetectionDefect DetectionWeakly Supervised Defect Detection
6 papers · 1 benchmark
ARMBench
ARMBench is a large-scale, object-centric benchmark dataset for robotic manipulation in the context of a warehouse.
ImagesVideosInstance SegmentationVideo Object SegmentationDefect Detection
4 papers · 1 benchmark
Deep PCB (Deep Printed Circuit Board)
DeepPCB Dataset Link : A dataset contains 1,500 image pairs, each of which consists of a defect-free template image and an aligned tested image with annotations including positions of 6 most common types of PCB defects: open, short,…
ImagesImage ClassificationObject DetectionClassificationDefect Detection
2 papers · 1 benchmark
Honeycombs in Concrete (Honeycombs in Concrete Instance Segmentation)
The directory HiCIS contains two datasets for instance segmentation of honeycombs in concrete in COCO Format.
ImagesDefect Detection
1 paper · 0 benchmarks
ISP-AD (The Industrial Screen Printing Anomaly Detection Dataset)
The ISP-AD Dataset is a large-scale anomaly detection dataset, representing a real-world industrial use case.
ImagesAnomaly DetectionUnsupervised Anomaly DetectionDefect DetectionWeakly Supervised Defect DetectionSupervised Anomaly DetectionSupervised Defect Detection+1 tasks
1 paper · 0 benchmarks
Regressors-Regressions Dataset
This dataset is a collection of 5348 links from bug-introducing and bug-fixing commit sets extracted from Mozilla's Bugzilla with the use of bugbug.
TextsDefect Detection
1 paper · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.