Structured3D is a large-scale photo-realistic dataset containing 3.5K house designs (a) created by professional designers with a variety of ground truth 3D structure annotations (b) and generate photo-realistic 2D images (c). The dataset consists of rendering images and corresponding ground truth annotations (e.g., semantic, albedo, depth, surface normal, layout) under different lighting and furniture configurations.

Research data related to publication by Babak Rezaei et al. in Materials & Design 2020. The data includes electrochemical measurements, source files for 3D printing, material characterization by SEM, XPS, Raman and BET. It should allow others to print similar structures and reproduce the results included in the paper. More details about the experimental settings and software used are included in the publication.

The global 3D Structure Creator market is anticipated to reach a valuation of XX million by 2033, expanding at a CAGR of XX% from 2025 to 2033. The market's growth is attributed to the increasing adoption of 3D modeling and simulation in various industries, such as automotive, aerospace, constructional engineering, and electronic devices. Additionally, the rising demand for lightweight and cost-effective products, along with the growing need for product visualization and prototyping, is further driving the market's expansion. Cloud-based solutions are gaining traction in the market due to their cost-effectiveness and accessibility. However, on-premises solutions still hold a significant market share, particularly among large enterprises and organizations with stringent security requirements. Key trends in the market include the integration of artificial intelligence (AI) and machine learning (ML) into 3D structure creator software, enabling automated design optimization and more efficient workflows. The automotive and aerospace industries remain the major end-users of 3D structure creator solutions, as they require precise and detailed models for product development and testing. 3D Structure Creator Market Report 3D Structure Creator Market Analysis: Global Industry Trends, Market Share, and Forecast 2023-2030 3D Structure Creator Market Research Report

Global Structured 3D Light Scanner market size 2025 was XX Million. Structured 3D Light Scanner Industry compound annual growth rate (CAGR) will be XX% from 2025 till 2033.

The structured 3D light scanning market is experiencing robust growth, driven by increasing adoption across diverse sectors like automotive, aerospace, healthcare, and manufacturing. This technology offers significant advantages over traditional measurement methods, providing highly accurate and detailed 3D models with speed and efficiency. The market's expansion is fueled by the growing need for precise digital representations of physical objects for applications such as reverse engineering, quality control, and product development. Advances in sensor technology, improved software capabilities, and decreasing costs are further accelerating market penetration. Considering a plausible market size of $2 billion in 2025 and a conservative Compound Annual Growth Rate (CAGR) of 15% based on industry trends, the market is projected to reach approximately $5 billion by 2033. This substantial growth trajectory reflects the increasing demand for efficient and accurate 3D data acquisition solutions across various industries. The competitive landscape is marked by both established players and emerging companies offering a wide range of structured 3D light scanners with varying capabilities and price points. Key players like Hexagon AB, FARO Technologies, and Nikon Metrology are leveraging their technological expertise and market presence to capture significant market share. However, the market also sees continuous innovation from smaller companies, introducing more specialized and cost-effective solutions. Geographic distribution shows strong growth in North America and Europe, driven by high technological adoption rates and strong manufacturing sectors. However, emerging economies in Asia-Pacific are expected to witness significant growth in the coming years due to increasing industrialization and infrastructure development. Challenges such as high initial investment costs for sophisticated systems and the need for skilled personnel to operate and interpret the data could potentially restrain market growth to some extent.

The 3D binocular structured light camera market is experiencing robust growth, projected to reach a market size of $1008 million in 2025 and exhibiting a Compound Annual Growth Rate (CAGR) of 18.2% from 2025 to 2033. This expansion is driven by increasing automation across various sectors, particularly industrial automation, medical and healthcare, and logistics and warehousing. The rising demand for precise 3D imaging in robotics, automated quality control, and advanced surgical procedures fuels market growth. Technological advancements leading to improved accuracy, faster processing speeds, and miniaturization of these cameras are significant trends. However, the high initial investment cost for implementing these systems and the complexity associated with their integration into existing infrastructure pose challenges to market expansion. The market is segmented by application (industrial automation leading the charge, followed by medical, logistics, and others), and by type (industrial grade cameras holding a larger share than consumer grade cameras due to higher demand in automation). Key players such as Orbbec, Revopoint, Stereolabs, Intel, Microsoft, SpeedBot Robotics, Leica Geosystems, and Basler AG are actively contributing to innovation and market competition. The geographic distribution shows strong demand across North America and Europe, with Asia-Pacific emerging as a rapidly growing region due to increasing industrialization and technological adoption. The forecast period of 2025-2033 shows continued strong growth, driven by the ongoing adoption of automation technologies across multiple industries. The increasing availability of affordable and higher-performing 3D cameras will likely drive wider adoption in new applications. Furthermore, ongoing research and development in areas such as improved depth sensing algorithms and miniaturization of components will further enhance the capabilities and appeal of these cameras. While competitive pressures and potential economic fluctuations may impact the growth rate, the long-term outlook for the 3D binocular structured light camera market remains highly positive, driven by underlying trends in automation and technological progress. The market's regional distribution will likely remain diversified, with growth opportunities across all major regions, although the pace of growth may vary depending on factors such as economic conditions and industry-specific trends. This comprehensive report provides a detailed analysis of the global 3D binocular structured light camera market, projecting robust growth from $XXX million in 2025 to $XXX million by 2033. The study covers the historical period (2019-2024), base year (2025), and forecast period (2025-2033), offering invaluable insights for businesses and investors. Keywords: 3D Binocular Structured Light Camera, Depth Camera, 3D Vision System, Industrial Automation, Medical Imaging, Robotics, Structured Light Technology, 3D Scanning.

The dataset comprises images (.jpg), a 3D point cloud (.xyz) representing a twisted beam element, as well as refined meshes (.obj) accompanied by material settings files (.mtl) and textures (.png). The data were acquired through Structure-from-Motion (SfM) and Multi-view Stereo (MVS) photogrammetry under controlled lab conditions to digitize a bending-active beam element composed of four twisted plywood strips.

The structured 3D light scanning market, currently valued at $801 million in 2025, is projected to experience robust growth, driven by increasing adoption across diverse sectors. A Compound Annual Growth Rate (CAGR) of 5.4% from 2025 to 2033 indicates a significant expansion, fueled by several key factors. Advancements in sensor technology are leading to higher accuracy, faster scanning speeds, and improved ease of use, making 3D scanning more accessible to various industries. The automotive industry is a major driver, leveraging this technology for reverse engineering, quality control, and rapid prototyping. Similarly, the healthcare sector utilizes structured 3D light scanners for creating precise patient models for surgery planning and prosthetics development. Growth in the aerospace and defense sectors, along with the architecture, construction, and energy industries, further contributes to market expansion. The increasing demand for digital twins and virtual reality applications also boosts market demand. Different scanner types, categorized as short, medium, and long-range, cater to specific application needs, contributing to market segmentation. Competition among established players like Hexagon AB, FARO Technologies, and Nikon Metrology drives innovation and affordability. Geographical expansion is another significant factor influencing market growth. While North America and Europe currently hold substantial market share due to early adoption and technological advancements, the Asia-Pacific region is poised for significant growth, driven by increasing industrialization and infrastructure development in countries like China and India. However, factors like high initial investment costs and the need for skilled professionals could potentially restrain market growth to some extent. Nevertheless, the overall outlook remains positive, with continued technological advancements and broadening applications promising sustained market expansion throughout the forecast period. The market segmentation by application (automotive, healthcare, aerospace, etc.) and scanner type (short, medium, long range) offers valuable insights into specific growth trajectories within the broader market.

Structured 3D Light Scanner Market Outlook

The global structured 3D light scanner market size was estimated at USD 1.5 billion in 2023 and is projected to reach USD 4.2 billion by 2032, growing at a compound annual growth rate (CAGR) of 12.3% during the forecast period. The significant growth factors driving this market include the widespread adoption of 3D scanning technology across various industries, advancements in scanning technology, and increasing investment in research and development activities for new applications.

The growth of the structured 3D light scanner market is primarily fueled by the increasing demand for high-resolution 3D models in various sectors such as automotive, aerospace, healthcare, and industrial manufacturing. The ability of these scanners to deliver precise measurements and detailed representations of complex surfaces is crucial for quality control, reverse engineering, and rapid prototyping. In addition, the growing trend of digitalization and the integration of 3D scanning solutions with advanced software tools are further propelling market growth.

Technological advancements are another significant factor contributing to the market's expansion. Innovations in laser triangulation, structured light, and photogrammetry technologies have made 3D scanning more accurate, faster, and user-friendly. These technological improvements are enabling broader applications, from industrial manufacturing to healthcare diagnostics and treatment planning. The continuous evolution and refinement of these technologies are expected to open new opportunities for market players and drive further adoption.

Moreover, the increasing adoption of 3D scanning in healthcare, particularly for patient-specific medical applications such as prosthetics, orthotics, and surgical planning, is creating substantial growth prospects. The ability to create detailed anatomical models enhances the precision of medical interventions, leading to improved patient outcomes. This trend is expected to continue, given the rising demand for personalized healthcare solutions and the ongoing advancements in medical imaging technologies.

Automated 3D Scanners are increasingly becoming integral to the structured 3D light scanner market due to their ability to streamline processes and enhance efficiency. These scanners automate the scanning process, reducing the need for manual intervention and minimizing human error. By integrating with advanced software solutions, automated 3D scanners can perform complex tasks such as data analysis and visualization in real-time. This automation is particularly beneficial in industries like automotive and aerospace, where precision and speed are critical. The growing demand for automation in manufacturing and quality control processes is expected to drive the adoption of automated 3D scanners, further propelling market growth.

Regionally, North America holds a significant share of the structured 3D light scanner market, driven by the presence of key market players, strong industrial base, and high adoption rate of advanced technologies. Europe and the Asia Pacific are also substantial markets, with increasing investments in automotive and aerospace sectors driving demand for 3D scanning solutions. Developing regions like Latin America and the Middle East & Africa are anticipated to witness moderate growth due to rising industrial activities and gradual technological advancements.

Product Type Analysis

The structured 3D light scanner market can be segmented by product type into handheld and stationary scanners. Handheld 3D scanners are witnessing robust growth due to their portability, ease of use, and versatility. These scanners are extensively used in applications requiring mobility, such as fieldwork, heritage preservation, and on-site inspections. The ability to capture high-resolution 3D data quickly and accurately makes handheld scanners a popular choice among various industries.

Stationary 3D scanners, on the other hand, are preferred for applications demanding high precision and stability, such as industrial manufacturing and quality control. These scanners are capable of delivering consistent and repeatable measurements, making them ideal for environments where accuracy is paramount. Industries such as automotive and aerospace heavily rely on stationary 3D scanners for inspecting complex components and ensuring adherence to stringent quality standards.

The NCI DIS 3D database is a collection of 3D structures for over 400,000 drugs. The database is an extension of the NCI Drug Information System. The structural information stored in the DIS is only the connection table for each drug. The connection table is just a list of which atoms are connected and how they are connected. It is essentially a searcheable database of three-dimensional structures has been developed from the chemistry database of the NCI Drug Information System (DIS), a file of about 450,000 primarily organic compounds which have been tested by NCI for anticancer activity. The DIS database is very similar in size and content to the proprietary databases used in the pharmaceutical industry; its development began in the 1950s; and this history led to a number of problems in the generation of 3D structures. This information can be searched to find drugs that share similar patterns of connections, which can correlate with similar biological activity. But the cellular targets for drug action, as well as the drugs themselves, are 3 dimensional objects and advances in computer hardware and software have reached the point where they can be represented as such. In many cases the important points of interaction between a drug and its target can be represented by a 3D arrangement of a small number of atoms. Such a group of atoms is called a pharmacophore. The pharmacophore can be used to search 3D databases and drugs that match the pharmacophore could have similar biological activity, but have very different patterns of atomic connections. Having a diverse set of lead compounds increases the chances of finding an active compound with acceptable properties for clinical development. Sponsor: The ICBG are supported by the Cooperative Agreement mechanism, with funds from nine components of the NIH, the National Science Foundation, and the Foreign Agricultural Service of the USDA.

Structure from Motion 3D photogrammetric model time series of a coastal dike acquired as part of the Cherloc project and used as case studies to train machine learning models in the cLASpy_T software. These 3D models were acquired in Ouistreham in Normandy, France by the M2C laboratory and processed using the OpenMVG/MVS software. A time series of 4 dates are included: April 28th, May 11th, June 30th and November 3rd 2021. For each date, a "dataset.las" with the necessary features is provided as well as a "TrainSet.las" including a reference classification to be used for machine learning model design.

The industrial 3D structured light camera market is experiencing robust growth, projected to reach a market size of $467 million in 2025, with a compound annual growth rate (CAGR) of 7.5% from 2025 to 2033. This expansion is driven by several key factors. The increasing automation in manufacturing processes across various sectors, including automotive and industrial automation, fuels the demand for precise and efficient 3D vision systems. Advancements in sensor technology, leading to higher resolution, faster processing speeds, and improved accuracy, are further propelling market growth. The rising adoption of Industry 4.0 principles, emphasizing data-driven decision-making and smart factories, necessitates the integration of sophisticated 3D imaging solutions like structured light cameras. Furthermore, the growing need for quality control and inspection in manufacturing contributes significantly to market expansion. Specific application segments like automotive (for quality inspection and autonomous driving development) and industrial automation (for robotics and assembly line optimization) are leading the charge, showcasing the technology’s versatility and potential. The market segmentation reveals a strong preference for binocular 3D structured light cameras over monocular systems, reflecting the need for enhanced depth perception and accuracy in industrial applications. Geographical distribution indicates that North America and Europe currently hold significant market share, driven by early adoption and technological advancements within these regions. However, the Asia-Pacific region is expected to exhibit substantial growth in the coming years, fueled by the rapid industrialization and expansion of manufacturing hubs in countries like China and India. Competitive pressures are evident, with numerous established players and emerging companies vying for market dominance. Continued innovation, strategic partnerships, and an emphasis on cost-effectiveness will be crucial for success in this dynamic and rapidly evolving market.

Get key insights from Market Research Intellect's Structured Light 3D Scanner Market Report, valued at USD 1.2 billion in 2024, and forecast to grow to USD 2.5 billion by 2033, with a CAGR of 9.5% (2026-2033).

The "Protein Data Bank (PDB) archive" was established in 1971 as the first open-access digital data archive in biology. It is a collection of three-dimensional (3D) atomic-level structures of biological macromolecules (i.e., proteins, DNA, and RNA) and their complexes with one another and various small-molecule ligands (e.g., US FDA approved drugs, enzyme co-factors). For each PDB entry (unique identifier: 1abc or PDB_0000001abc) multiple data files contain information about the 3D atomic coordinates, sequences of biological macromolecules, information about any small molecules/ligands present in the entry, details about the structure-determination experiment, authors and publication information, experimental data, and the wwPDB validation report. Additional content stored in the archive includes documentation, summary reports, and software (among others). The PDB is a jointly-managed core archive of the Worldwide Protein Data Bank partnership [RCSB Protein Data Bank (RCSB PDB, rcsb.org); Protein Data Bank in Europe (PDBe, pdbe.org); Protein Data Bank Japan (PDBj, pdbj.org); Electron Microscopy Data Bank (EMDB, emdb-empiar.org); and Biological Magnetic Resonance Bank (BMRB, bmrb.io)]. RCSB PDB serves as the wwPDB-designated Archive Keeper for the Protein Data Bank. Additional wwPDB Core Archives are as follows: Electron Microscopy Data Bank (wwPDB-designated Archive Keeper: EMDB) Biological Magnetic Resonance Bank (wwPDB-designated Archive Keeper: BMRB)

H3DS a high-resolution 3D full head textured scans and 360º images dataset collected with a structured light scanner, consisting of 23 3D full-head scans containing images, masks and camera poses. The 3D geometry has been captured using a structured light scanner, which leads to precise ground truth geometries.

Global Structured Light 3D Scanner market size is expected to reach $3.56 billion by 2029 at 17.4%, segmented as by optical scanner, handheld optical scanner, desktop optical scanner

The structured light 3D camera market is experiencing robust growth, driven by increasing automation across various sectors and the rising demand for precise 3D imaging solutions. The market, currently valued at approximately $1.5 billion in 2025, is projected to exhibit a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This expansion is fueled by several key factors. The manufacturing sector's adoption of automated quality control and robotic systems significantly contributes to market growth. Furthermore, advancements in 3D scanning technology, such as higher resolution sensors and improved processing speeds, are making structured light 3D cameras more versatile and affordable. The medical industry's increasing use of these cameras for precise surgical planning and prosthetics creation is another significant driver. The architecture and archaeology sectors are also witnessing considerable adoption for detailed 3D modeling and preservation purposes. While some restraints exist, such as the high initial investment cost and the need for specialized expertise, the overall market trajectory remains positive, with significant growth anticipated across diverse applications like handheld and fixed systems in various regions globally. The market segmentation reveals a balanced distribution across applications. Manufacturing, architecture, and medical applications are currently the largest consumers, but the archaeology and other emerging applications are expected to show significant growth in the coming years. Similarly, the market is divided between handheld and fixed systems, with handheld devices experiencing slightly higher growth due to their portability and ease of use in diverse settings. Geographically, North America and Europe currently dominate the market share, but the Asia-Pacific region is poised for significant expansion, driven by rapid industrialization and technological advancements in countries like China and India. This regional diversification will further contribute to the overall market growth during the forecast period.

The binocular structured light camera market is experiencing robust growth, driven by increasing automation in various industries and advancements in 3D vision technology. The market size in 2025 is estimated at $500 million, exhibiting a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This growth is fueled by several key drivers: the rising demand for precise 3D measurement and inspection in manufacturing, logistics, and robotics; the increasing adoption of sophisticated automation systems across diverse sectors like automotive, electronics, and healthcare; and the ongoing miniaturization and cost reduction of 3D camera technology, making it accessible to a wider range of applications. Furthermore, emerging trends such as the integration of artificial intelligence (AI) and machine learning (ML) for enhanced data processing and object recognition are further accelerating market expansion. While challenges such as the complexity of integrating 3D vision systems and potential high initial investment costs remain, the overall market outlook is positive, with continuous innovation and increasing demand expected to drive significant growth throughout the forecast period. The competitive landscape is characterized by a mix of established players and emerging innovators. Companies like Cognex, Keyence, and SICK AG are leading the market with comprehensive product portfolios and strong market presence. However, several smaller companies specializing in niche applications or offering advanced features are also contributing to market dynamism. The geographic distribution is likely to show robust growth in North America and Asia-Pacific, driven by high adoption rates in manufacturing hubs and developing economies with increasing automation investments. Europe and other regions are expected to exhibit steady growth as well, fueled by the continuous improvements in the technology and its applications across various sectors. The future of the binocular structured light camera market hinges on further technological advancements, cost reductions, and the development of user-friendly integration solutions.

The global handheld structured light 3D scanner market is experiencing robust growth, driven by increasing adoption across diverse industries. The market, valued at approximately $800 million in 2025, is projected to exhibit a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This expansion is fueled by several key factors. The automotive industry's demand for precise reverse engineering and quality control is a significant driver, complemented by the growing need for efficient 3D modeling in the 3C (computer, communication, consumer electronics) manufacturing sector. Furthermore, advancements in sensor technology, leading to improved accuracy, speed, and portability of these scanners, are contributing to market expansion. The increasing affordability of these devices also democratizes access, boosting adoption among small and medium-sized enterprises (SMEs). Market segmentation reveals a strong preference for self-positioning scanners due to their ease of use and reduced setup time. Geographically, North America and Europe currently hold significant market share, but the Asia-Pacific region is expected to witness the fastest growth, driven by burgeoning manufacturing sectors in countries like China and India. However, challenges such as high initial investment costs and the need for specialized expertise to operate these scanners pose some restraints to wider market penetration. The competitive landscape is characterized by a mix of established players and emerging companies. Established players like LMI Technologies and Hexagon leverage their existing market presence and extensive technological capabilities. Meanwhile, companies like Artec 3D and SHINING 3D are capitalizing on innovative designs and competitive pricing strategies. The market's future trajectory will depend on technological advancements, such as the integration of artificial intelligence (AI) for improved data processing and automation, as well as the development of more user-friendly software solutions. Continued industry consolidation and strategic partnerships are also expected to shape the market dynamics in the coming years. The overall outlook for the handheld structured light 3D scanner market remains strongly positive, anticipating significant expansion across various sectors and geographic regions.

Structured 3D Latentsfor Scalable and Versatile 3D Generation

TRELLIS is a large 3D asset generation model. It takes in text or image prompts and generates high-quality 3D assets in various formats, such as Radiance Fields, 3D Gaussians, and meshes. The cornerstone of TRELLIS is a unified Structured LATent (SLAT) representation that allows decoding to different output formats and Rectified Flow Transformers tailored for SLAT as the powerful backbones. We provide large-scale pre-trained… See the full description on the dataset page: https://huggingface.co/datasets/argojuni0506/TRELLIS-3D.