Industrial datasets 30 essential 3D LiDAR point cloud datasets for autonomous driving, robotics, agriculture, etc. Subpart L and Subpart O Frequently Requested Data (xlsx) Contains publicly available data reported by facilities under Subpart L (Fluorinated Gas Production) and Subpart O (HCFC-22 Production and HFC-23 Destruction), across all reporting years. Nov 5, 2025 路 A list of data collections and repositories in mechanical and industrial engineering. The awesome-industrial-machine-datasets repository is a curated collection of publicly available datasets for industrial machine learning applications. Working on industrial use cases needs high-quality industrial datasets. Open source resources for industrial data and machine learning applications - industrial-data This repository contains a collection of datasets for evaluating industrial IDS. Dec 4, 2022 路 Industry 4. This repository serves as a centralized resource for researchers, data scientists, and engineers seeking high-quality datasets for developing machine learning solutions to industrial problems. Benchmark Industrial Dataset for object classification generated from 3D models An overview of cases, public datasets, books and academic papers related to applying ML in industrial applications - YKatser/Industrial-ML These datasets are invaluable for researchers, engineers, and data scientists working on machine learning models and other analytical tasks that require real-world industrial data. A curated list of datasets, publically available for machine learning research in the area of manufacturing - nicolasj92/industrial-ml-datasets A list of awesome-public-datasets found in the industry and their descriptions are shown below. Measurement tools, analyses, or data formats may May 8, 2025 路 A curated collection of 50+ publicly available visual datasets dedicated to industrial inspection 馃馃敡. xml, . Mar 1, 2021 路 This work provides three industrial datasets from the same source, which is an oil and gas company, whose name is preserved. Oct 3, 2025 路 This file can be used to cross-walk EPA GHGRP Facility ID's to Facility ID's in these other data sets. 1. S. For information about other industrial applications like chemical detection or mechanical systems, see Oct 11, 2021 路 Paper [9] created by Sinil Mubarak, et al. These objects are symmetric, textureless and highly reflective, leading to challenging conditions not captured in existing datasets. We introduce the VISION Datasets, a diverse collection of 14 industrial inspection datasets, uniquely poised to meet these challenges. Introduction We present a diverse dataset of industrial metal objects. Control loop datasets Datasets collected from industrial control loops including raw, selected, and sampled data from an oil and gas company, along with an oscillation detection artificial dataset used for machine learning. Flexible Data Ingestion. Existing research has overlooked the impact of redundant data and has lost valuable information within unlabeled data, therefore, the effectiveness of the models is limited. A. PRs are welcome. The data repository consists of four distinct versions of datasets: MMIFR-D, MMIFR-FS, MMIFR-OD and MMIFR-P. NIST does not endorse or support conclusions made by outside organizations based on their analyses or use of these datasets but encourage researchers to contact the respective dataset authors with questions or collaboration. EERE Industrial Energy Data Book GitHub repository Foundational Industry Energy Dataset (FIED) (2024) ¶ The Foundational Industry Energy Dataset (FIED) addresses several of the areas of growing disconnect between the demands of industrial energy analysis and the state of industrial energy data by providing unit-level characterization by facility. A collection of open datasets for industrial applications, divided by categories. Our 6D object pose estimation dataset contains both real-world and synthetic images. Zenodo accepts any file format as well as both positive and negative results. Apr 18, 2019 路 Datasets These datasets are provided for public, open use to enable broader development of data processing or analyses. We would like to publish a repository that has public data we have collected through studies in industrial sector. Links to papers describing the datasets are only included if the dataset page doesn't link to the paper already Awesome Industrial DatasetsShowing 1 to 50 of 155 entries Get manufacturing and industrial machine datasets for machine learning. Furthermore, most machine-learning models are “black boxes Real-time sensor, network, and production data for AI-driven efficiency analysis Open-industrial-datasets A collection of open datasets for industrial applications, divided by categories. (Creator) & Reijers, H. 0: Predictive Maintenance Datasets for Machine Learning The promise of industry 4. low-temperature heating and cooling demand at the county level in major end-use sectors: residential, commercial, manufacturing, 馃敆 Check the HTML version for better navigation. Includes publications, datasets, images, software, etc. Therefore we propose a large-scale Real-world and multi-view Industrial Anomaly Detection dataset named Real-IAD which contains 150K high-resolution images of 30 different objects an order of magnitude larger than existing datasets. The MMIFR-D dataset comprises a comprehensive assemblage of 5907 images accompanied by corresponding textual In this page, you’ll find the best data sources for industry data, including industry datasets, industrial databases, and other reliable industry data sources. Enhance AI models with high-quality image, and video data for advanced solutions. These datasets are carefully curated from Roboflow and cover a wide range of manufacturing processes, materials, and industries. Unlike previous datasets, VISION brings versatility to Apr 7, 2025 路 This highlights the efficacy of boosting algorithms in refining complex industrial processes. (Creator), Mendeley Data, 4 May 2021 DOI: 10. Data was collected from three test-to-failure experiments, where each file contains a 1-second vibration signal snapshot with 20,480 data points sampled at 20 kHz. This dataset includes U. Download Open Datasets on 1000s of Projects + Share Projects on One Platform. Clicking the link will take you to the data description page. 0, is the ability to combine the physical and digital together in a manner that is seamless and leads A curated collection of public industrial datasets. txt, . This dataset makes the industrial implementation of precise visual recognition models simple. json). Designed to navigate the intricacies of vision-based industrial inspection, the VISION Datasets offer a unique benchmarking opportunity for researchers and practitioners alike. Manufacturing datasets support use cases in predictive maintenance, quality control, and digital twin simulations using industrial AI and operational analytics platforms. presents industrial datasets with an ICS testbed. Mar 7, 2025 路 Machine learning has emerged as a critical tool for processing the complex and large-scale datasets generated in the steel industry. Aug 29, 2020 路 The AI4I 2020 Predictive Maintenance Dataset is a synthetic dataset that reflects real predictive maintenance data encountered in industry. These datasets were generated to provide a tool for further research to enhance manufacturing intelligence. Apr 8, 2021 路 Animation as a Dynamic Visualization Technique for Improving Process Model Comprehension Aysolmaz, B. To this end, we propose a novel model Industrial DatasetsSomething went wrong and this page crashed! If the issue persists, it's likely a problem on our side. However, a single machine learning model struggles to capture all relevant information owing to the variety of steel grades, thereby limiting its extensibility and broader industrial application. Gas Sensor Array Drift: This archive contains 13910 measurements from 16 chemical Download Open Datasets on 1000s of Projects + Share Projects on One Platform. 17632/2mbyv29fkk. Haier's internal dataset and publicly available datasets on the Internet. The data and its description will be updated periodically. If viewing this description on Dec 24, 2023 路 The problem of imbalanced regression is widely prevalent in various intelligent manufacturing systems, significantly constraining the industrial application of machine learning models. Explore Popular Topics Like Government, Sports, Medicine, Fintech, Food, More. 1 (06. Dataset Card for VISION Datasets Dataset Summary The VISION Datasets are a collection of 14 industrial inspection datasets, designed to explore the unique challenges of vision-based industrial inspection. Zenodo All research outputs from across all fields of science are welcome. 1 Dataset Feb 24, 2025 路 Discover the 20 best and most expansive open-source datasets for training your generative AI and agentic AI models. Jun 13, 2023 路 Despite progress in vision-based inspection algorithms, real-world industrial challenges -- specifically in data availability, quality, and complex production requirements -- often remain under-addressed. Jan 21, 2024 路 There is no AI without data. 22) Download Open Datasets on 1000s of Projects + Share Projects on One Platform. Links to papers describing the datasets are only included if the dataset page doesn't link to the paper already The Land Cover dataset demarcates 14 land cover types by area; such as Residential, Commercial, Industrial, Forest, Agriculture, etc. - jonathanwvd/awesome-industrial-datasets Summary: Datasets collected from industrial control loops including raw, selected, and sampled data from an oil and gas company, along with an oscillation detection artificial dataset used for machine learning. To address this gap, we introduce the Industrial Screen Printing Anomaly Detection Dataset (ISP-AD). Mar 11, 2025 路 The ManyWells datasets contain simulations of multiphase (gas, oil, water) flow in thousands of wells. Welcome to the Awesome Industrial Datasets repository! This project aims to simplify the access to high-quality industrial datasets across various sectors such as chemical, mechanical, oil and gas, and more. Find the perfect data resource for your next computer vision project. Keywords: dataset, industrial surface inspection, defect detection, anomaly detection, automated inspection, surface inspection, computer vision, machine vision, deep Learning Feb 16, 2025 路 Here, we present a 10-m resolution global dataset tracking industrial land use in 1,093 large cities (area 100 km² or more) from 2017 to 2023. 14 industrial inspection datasets that cover a wide array of manufacturing processes, materials, and industries. These datasets are invaluable for Access extensive and reliable manufacturing datasets to power your AI and machine learning projects. Real-world data is obtained by recording multi-view images of scenes with varying object shapes, materials Contribute to SSRheart/industrial-anomaly-detection-dataset development by creating an account on GitHub. Manufacturing datasets capture sensor readings, process logs, defect reports, and equipment maintenance histories from industrial environments. Additionally, our investigation into the impact of varying dataset sizes, ranging from 500 to 20,000 heats, on model accuracy underscores the importance of leveraging larger-scale datasets to improve the accuracy and stability of predictive models. Machine Learning Datasets for ProductionVersion 2. Oct 1, 2024 路 In the rapidly advancing field of industrial automation, the availability of robust and diverse datasets is crucial for the development and evaluation of machine learning models. The datasets were created and shared by Solution Seeker AS to support research on data-driven methodologies and industrial applications of machine learning and AI. Mar 28, 2025 路 Learn about IndustrySelect's data licensing opportunities, delivering quality, hand-verified industrial datasets to better power AI and Saas applications. Awesome Industrial DatasetsShowing 1 to 50 of 155 entries May 4, 2025 路 Semiconductor Datasets Relevant source files Purpose and Scope This page documents the semiconductor manufacturing datasets available in the repository. These datasets span diverse modalities including images, time series, multi-modal sensor data, knowledge graphs, and text, reflecting the varied applications in Hi, i am looking for a dataset with specific traits: Industrial manufacturing domain Sensor data (multivariate time series) The machine is performing different operations Ideally the data is labelled according to those operation so it can be used for time series classification Open source (for purpose of a thesis) I know there are several repositories with Industrial Datasets, but I havent A listing of datasets for different industrial inspection tasks, such as defect and anomaly detection on varying surfaces. It covers wafer map defect detection, process monitoring, and feature selection datasets relevant to semiconductor fabrication processes. All datasets are neatly summarized in a clear, emoji-friendly table 馃搳 for quick comparison and easy awesome-public-industrial-datasets Hi, we are a machine learning research engineer intern Minkyu Jeon and a data scientist intern Sehee Lee at Makinarocks. - Kian-Miller/Industrial-Datasets Mar 6, 2025 路 Recent benchmarks indicate that most publicly available datasets are biased towards optimal imaging conditions, leading to an overestimation of their applicability in real-world industrial scenarios. There are currently three datasets for three different operating conditions: manywells-sol-1 with stationary boundary conditions Dataset 1: Power System Datasets Uttam Adhikari, Shengyi Pan, and Tommy Morris in collaboration with Raymond Borges and Justin Beaver of Oak Ridge National Laboratories (ORNL) have created 3 datasets which include measurements related to electric transmission system normal, disturbance, control, Towards Sim-to-Real Industrial Parts Classification with Synthetic Dataset Industrial-iSeg-7k We provide a train set of 5,120 images and a test set consisting of 1,280 images with pixel-wise annotations (. The datasets contain data from single-input single-output (SISO) PID loops as one shown in Fig. Apr 30, 2024 路 The data sets generated included a time-series analog data set and a time-series multimodal data set that included images of the system along with the analog data. Therefore, this repository contains scripts to convert (transcribe) existing datasets into IPAL format. . It has a larger range of defect area and ratio proportions making it more challenging than previous datasets. Sponsored by CERN. The measured variables are the controller output (OP), process variable (PV), setpoint (SP), and the valve stem position (MV). This repository serves as a go-to hub for computer vision datasets in industrial applications — from defect detection 馃┕ and quality control to manufacturing monitoring 馃彮. Manufacturing datasets vary across use cases: quality assurance and product inspection, visual detection and monitoring for safety and compliance, automating product assembly processes, inventory management, anomaly detection, data analytics, and reporting/alerts. 1. Jan 28, 2024 路 Industrial CQA datasets are curated collections of real or simulated data used to train and evaluate AI systems for quality assurance tasks like defect detection, process monitoring, and query answering in industrial settings. The approach describes a method for data evaluation and anomaly detection presented on industrial The dataset consists of vibration signals captured using PCB 353B33 High Sensitivity Quartz ICP accelerometers installed on bearing housings. gxl uwfesvf vqbqwk tfhzd lfsxj dpkmc bujgrx eibeo qicwnm spwkp zrdr uyg hielbjb wiekj ovulcd