Breast augmentation is a popular cosmetic procedure in the United States, with women aged ***** accounting for over a ***** of the ******* operations performed in 2024. This age group, along with those aged *****, comprised over ********** of all breast implant placements or removals. The concentration of procedures among these age brackets highlights the demand for breast augmentation among women in their prime adult years. Patient Satisfaction and Procedure Rankings Breast augmentation consistently ranks as one of the most sought-after cosmetic surgeries in the U.S. In 2023, it was the ****** most frequently performed surgical cosmetic procedure, trailing only liposuction. The popularity of breast augmentation is matched by high patient satisfaction rates, with up to ** percent of patients stating they would undergo the procedure again. This level of satisfaction surpasses even that of rhinoplasty, commonly known as a nose job. Gender Differences and Global Trends While breast augmentation is predominantly chosen by women, men also seek cosmetic breast procedures, albeit for different reasons. Male patients more commonly opt for breast reduction, making it the ****** most popular surgical cosmetic procedure among men. On a global scale, breast augmentation ranks as the ******most performed surgical cosmetic procedure worldwide, with nearly **** million operations in 2024.

The popularity of Deep Learning (DL) methods used in business process management research and practice is constantly increasing. One important factor that hinders the adoption of DL in certain areas is the availability of sufficiently large training datasets, particularly affecting domains where process models are mainly defined manually with a high knowledge-acquisition effort. In this paper, we examine process model augmentation in combination with semi-supervised transfer learning to enlarge existing datasets and train DL models effectively. The use case of similarity learning between manufacturing process models is discussed. Based on a literature study of existing augmentation techniques, a concept is presented with different categories of augmentation from knowledge-light approaches to knowledge-intensive ones, e. g. based on automated planning. Specifically, the impacts of augmentation approaches on the syntactic and semantic correctness of the augmented process models are considered. The concept also proposes a semi-supervised transfer learning approach to integrate augmented and non-augmented process model datasets in a two-phased training procedure. The experimental evaluation investigates augmented process model datasets regarding their quality for model training in the context of similarity learning between manufacturing process models. The results indicate a large potential with a reduction of the prediction error of up to 53%.

The goal of this work is to generate large statistically representative datasets to train machine learning models for disruption prediction provided by data from few existing discharges. Such a comprehensive training database is important to achieve satisfying and reliable prediction results in artificial neural network classifiers. Here, we aim for a robust augmentation of the training database for multivariate time series data using Student-t process regression. We apply Student-t process regression in a state space formulation via Bayesian filtering to tackle challenges imposed by outliers and noise in the training data set and to reduce the computational complexity. Thus, the method can also be used if the time resolution is high. We use an uncorrelated model for each dimension and impose correlations afterwards via coloring transformations. We demonstrate the efficacy of our approach on plasma diagnostics data of three different disruption classes from the DIII-D tokamak. To evaluate if the distribution of the generated data is similar to the training data, we additionally perform statistical analyses using methods from time series analysis, descriptive statistics, and classic machine learning clustering algorithms.

Quantitative comparative analysis of the semi-supervised model for different data augmentation scenarios using the evaluation metrics coefficient dice (DC), accuracy (Acc), Area Under the Receiver Operating Characteristic Curve (AUROC), and mean intersection-over-union (mIoU).

Buttock Augmentation Market size was valued at USD 2.81 Billion in 2023 and is projected to reach USD 13.23 Billion by 2030, growing at a CAGR of 21.39% from 2024 to 2030.

Global Buttock Augmentation Market Drivers

The market drivers for the Buttock Augmentation Market can be influenced by various factors. These may include:

A greater emphasis is being placed on appearance: The increasing number of people who are motivated to improve their physical appearance due to the focus placed on beauty standards by society and culture drives up demand for cosmetic operations such as buttock augmentation.

Increasing Net Worth: More people can now afford elective cosmetic procedures because to rising disposable incomes, which has increased demand for buttock augmentation surgeries and treatments.

Social Media and Celebrity Endorsements' Impact: Certain body aesthetics have become increasingly fashionable due in large part to social media platforms and celebrities. Influencers and celebrities have a tendency to influence trends, and when they support buttock augmentation, it can raise public acceptance and interest.

Improvements in Technology for Cosmetic Procedures: Advancements in surgical methods and the creation of less invasive, safer procedures have increased the accessibility and desirability of buttock augmentation to a wider range of people. Increased market growth is a result of better results and quicker recuperation periods.

Increasing Travel for Medical Reasons: The industry is boosted by the fact that nations renowned for providing excellent and reasonably priced cosmetic surgery treatments draw in foreign individuals looking for buttock augmentation procedures at reasonable prices.

Growth in Clinics and Centers for Cosmetic Surgery: The rise of the industry is supported by the increased accessibility of buttock augmentation due to the proliferation of specialist cosmetic surgery centers and clinics.

Increasing Perception and Gratitude: More people are thinking about and choosing buttock augmentation as a way to improve their appearance and self-esteem due to rising awareness of and acceptance of cosmetic operations.

An Aging Population Seeking a Youthful Look: The need for cosmetic operations, such as buttock augmentation, is fueled by an aging population that wants to look youthful.

Accessibility of Credit Options: Because there are more financing options available for cosmetic procedures, people may afford buttock augmentations more easily, which is fueling market expansion.

Enhanced Procedure Safety and Effectiveness: The utilization of cutting-edge materials and techniques, together with improved safety profiles and efficacy of buttock augmentation techniques, boost customer confidence and demand for these procedures.

In 2024 the number of breast augmentation procedures performed in the UK stood at *****, which is less than half of the number of surgeries performed in 2013, where the peak figure of ****** was recorded. Despite this, breast augmentation remains the most popular cosmetic surgery in the country.

The age of Internet of Things (IoT) has witnessed the rapid development of modern data acquisition devices and communicating-actuating networks, which enables the generation of big data streams shared across platforms for remote and efficient decision making of many critical systems. The monitoring of big data streams remains a challenging task in various practical applications mainly due to their complexity in interrelationships, large volume, and high velocity, which places prohibitive demands on monitoring methodologies and resources. To tackle the challenges of monitoring unexchangeable and correlated big data streams with only partial observations available under resource constraints, we propose a method by incorporating spatial rank-based statistics with effective data augmentation techniques for the online unobservable data streams that can analytically inform the monitoring and sampling decisions based only on partially observed data streams. By exploiting historical data, the proposed method preserves strong descriptive power of general big data streams under partial observations and can explicitly use the correlation among data streams, and thus allows effective monitoring and equitable sampling over general heterogeneous and correlated big data streams, which is free of simplified assumptions (e.g., exchangeability) compared to existing methods. Theoretical investigations are carried out to evaluate the effectiveness of the augmentation statistics as well as the sampling strategy, which guarantee the superiority of the sampling performance over existing methods. Simulations under various scenarios and two real case studies are also conducted to evaluate and validate the performance of the proposed method.

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Vertebral Augmentation Market Size 2024-2028

The vertebral augmentation market size is forecast to increase by USD 568.5 billion at a CAGR of 4.5% between 2023 and 2028.

The market is experiencing significant growth due to several key trends. The aging population in North America is a major driver, as the prevalence of vertebral compression fractures increases with age. Additionally, the availability of reimbursements for these procedures has expanded, making vertebral augmentation more accessible to patients. Furthermore, the availability of alternate medication options for the treatment of vertebral compression fractures has led some patients to opt for minimally invasive surgical procedures like vertebral augmentation instead. These factors are expected to fuel market growth In the coming years. However, challenges such as the high cost of these procedures and the need for specialized training and equipment for surgeons may limit market expansion.Despite these challenges, the market is poised for continued growth due to its ability to provide effective pain relief and improve the quality of life for patients suffering from vertebral compression fractures.

What will be the Size of the Vertebral Augmentation Market During the Forecast Period?

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The market encompasses minimally invasive procedures, including vertebroplasty and kyphoplasty, used to treat various spinal conditions such as vertebral compression fractures due to osteoporosis, spinal metastatic tumors, hemangiomas, myelomas, and ankylosing spondylitis. These procedures are commonly performed in hospitals and ambulatory surgery centers to alleviate back pain, reduce physical activity limitations, and improve symptoms of depression, loss of independence, decreased lung capacity, difficulty sleeping, and kyphosis. Vertebroplasty involves injecting bone cement into the vertebral body, while kyphoplasty utilizes a balloon to restore vertebral height before cement injection. The market's growth is driven by the increasing prevalence of spinal compression fractures and the rising demand for minimally invasive alternatives to open spine surgery.The PVA (polyvinyl alcohol) POD system and KhPhon bone cement are popular technologies used in vertebral augmentation procedures.

How is this Vertebral Augmentation Industry segmented and which is the largest segment?

The vertebral augmentation industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments. ProductVertebroplastic deviceKyphoplastic deviceGeographyNorth AmericaUSEuropeGermanyUKAsiaChinaJapanRest of World (ROW)

By Product Insights

The vertebroplastic device segment is estimated to witness significant growth during the forecast period.

Vertebral augmentation procedures, including vertebroplasty and kyphoplasty, are minimally invasive treatments for spinal compression fractures caused by osteoporosis, spinal tumors, or spinal disorders such as ankylosing spondylitis. These procedures involve the use of vertebral augmentation devices, such as vertebroplastic and kyphoplastic devices, to deliver biocompatible cement or balloons into the affected vertebra. The procedures are typically performed on an outpatient basis in hospitals and ambulatory surgery centers. Vertebroplasty, a type of vertebral augmentation, involves injecting cement into the vertebral body through a small incision to stabilize the fracture and alleviate pain. Kyphoplasty, another type, uses a balloon to create a cavity In the vertebral body and then fills it with cement to restore vertebral height and correct kyphosis.Percutaneous kyphoplasty (PKP) is a variation of kyphoplasty that uses imaging techniques to guide the procedure. The aging population, with its increased prevalence of spinal disorders and degenerative conditions, is driving the demand for these minimally invasive treatments. Vertebroplasty and kyphoplasty offer significant benefits over open spine surgery, including reduced physical activity, improved patient outcomes, and faster recovery times. Conditions such as osteoporosis, vertebral compression fractures, spinal metastatic tumors, hemangiomas, myelomas, and ankylosing spondylitis can be treated effectively with these procedures. Consumer awareness and healthcare infrastructure development have also contributed to the growth of the market. Minimally invasive techniques, such as percutaneous vertebroplasty and balloon kyphoplasty, have gained popularity due to their patient-specific implants and biocompatible materials.Imaging techniques, such as CT scans and X-rays, are used to diagnose and guide the treatment process, ensuring accurate and effective results.

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The global breast augmentation and reconstruction market is projected to reach USD 8.3 billion by the end of 2033, exhibiting a CAGR of 7.2% during the forecast period. The rising prevalence of breast cancer, increasing demand for aesthetic enhancements, and technological advancements in breast implant devices drive market growth. Furthermore, the growing awareness of breast reconstruction among breast cancer survivors further fuels market expansion. The increasing demand for breast augmentation procedures in both developed and emerging countries, particularly among younger women, is a key trend shaping the market. Moreover, the introduction of innovative techniques, such as fat grafting and microsurgical reconstruction, is expanding treatment options and improving patient outcomes. The rising number of cosmetic surgeries and the growing disposable income in emerging markets are expected to provide significant growth opportunities for the market. However, factors such as the high cost of procedures, stringent regulations, and potential complications associated with implants may restrain market growth to some extent.

Breast Reconstruction and Augmentation Market Outlook

The global breast reconstruction and augmentation market size was valued at approximately USD 5.3 billion in 2023 and is projected to reach USD 8.9 billion by 2032, growing at a compound annual growth rate (CAGR) of 5.8% during the forecast period. The growth of this market is primarily driven by the increasing prevalence of breast cancer, the rising demand for cosmetic surgeries, and advancements in surgical procedures and technologies. As awareness about breast health and aesthetics rises globally, the demand for breast reconstruction and augmentation procedures continues to expand, propelling the market forward.

The growing awareness of breast health, coupled with the increasing incidence of breast cancer, is a significant growth factor for the breast reconstruction and augmentation market. As early detection rates improve and more women survive breast cancer, the demand for reconstructive surgeries rises to restore the breast's appearance post-mastectomy. Additionally, social acceptance and the destigmatization of cosmetic procedures have made women more comfortable with seeking breast augmentations for aesthetic purposes. The advent of advanced surgical techniques and safer implant options has further encouraged more individuals to opt for these procedures, enhancing market growth.

Technological advancements in breast reconstruction and augmentation are pivotal in driving this market's growth. Innovations such as 3D-printed implants, the use of acellular dermal matrices, and improvements in silicone gel implants have significantly enhanced the safety and aesthetic outcomes of these procedures. These technologies not only improve patient satisfaction but also expand the possibilities for personalized and minimally invasive surgeries. Moreover, the introduction of cohesive gel implants and fat grafting techniques provide patients with more natural-looking results, which is increasingly preferred by those seeking aesthetic enhancements.

Another crucial growth factor is the rising disposable incomes and the influence of media and celebrity culture, which have normalized aesthetic enhancements and increased the desirability of breast augmentation. The trend of medical tourism, particularly in regions like Asia Pacific and Latin America, offers affordable and high-quality surgical options, attracting international patients. The combination of these economic factors and cultural shifts is playing a substantial role in the expansion of the breast reconstruction and augmentation market, making these procedures more accessible and desirable to a broader demographic.

Regionally, North America holds the largest share of the breast reconstruction and augmentation market, attributed to high healthcare expenditure, advanced healthcare infrastructure, and a significant number of qualified surgeons. The European market follows closely due to similar factors, combined with supportive government policies and reimbursement scenarios. The Asia Pacific region is anticipated to exhibit the highest growth rate during the forecast period, driven by increasing awareness, rising healthcare investments, and the burgeoning middle-class population. Countries like India, China, and Japan offer substantial growth opportunities owing to their large populations and improving healthcare services.

Product Type Analysis

The product type segment of the breast reconstruction and augmentation market encompasses breast implants, tissue expanders, and acellular dermal matrices, each playing a crucial role in meeting different patient needs and surgical requirements. Breast implants are the most commonly used product in augmentation procedures, available in various shapes, sizes, and materials to suit individual patient preferences and anatomical considerations. Silicone implants, known for their natural feel and appearance, are a popular choice, although saline implants remain a viable alternative for those seeking adjustable options. Technological advancements have led to the development of cohesive gel implants, which offer enhanced safety and aesthetic appeal.

Tissue expanders are primarily used in the initial stage of breast reconstruction post-mastectomy. They serve as temporary implants that gradually stretch the skin and muscle to accommodate a breast implant or flap reconstruction. This process is essential for creating space and optimizing the final aesthetic result. Recent innovations in tissue expanders include the integration of magnetic ports, which minimize discomfort during expansion and allow for more precise control. The

The global gummy bear breast implant market is experiencing robust growth, driven by increasing demand for cosmetic breast augmentation procedures and advancements in implant technology. The unique teardrop shape of gummy bear implants offers a more natural aesthetic, contributing significantly to market expansion. While precise market sizing data is not provided, considering the overall breast implant market's size and the growing popularity of gummy bear implants, a reasonable estimate for the 2025 market size would be around $500 million. Assuming a conservative Compound Annual Growth Rate (CAGR) of 8% – reflecting both market maturity and the introduction of competing technologies – we can project substantial market expansion over the forecast period (2025-2033). This growth trajectory is further fueled by a rising preference for less invasive surgical procedures and a growing awareness of body image enhancement options among the target demographic. Several factors contribute to this upward trend. Firstly, the increasing disposable incomes in developing economies are driving demand for elective cosmetic surgeries. Secondly, advancements in implant materials and techniques are resulting in improved safety and longevity, leading to increased patient confidence. However, potential market restraints include the associated risks and potential complications of surgical interventions, stringent regulatory approvals for new implant technologies, and the persistent availability of alternative augmentation methods. Market segmentation reveals that the teardrop shape is gaining popularity over round implants, primarily due to its natural appearance, while the application segment is largely dominated by cosmetic breast augmentation. Key players like Sientra, Allergan, Mentor, and Natrelle are vying for market share through innovation and brand building, further influencing market dynamics. The regional distribution mirrors global cosmetic surgery trends, with North America and Europe holding significant market shares initially, although growth is anticipated in Asia-Pacific regions in the coming years.

Buttock Augmentation Market Outlook

In 2023, the global buttock augmentation market size was valued at approximately USD 1.5 billion, and it is projected to grow at a Compound Annual Growth Rate (CAGR) of 6.8% from 2024 to 2032, reaching a market size of around USD 2.9 billion by 2032. This growth is primarily driven by increasing aesthetic consciousness and advancements in medical technology.

The growth of the buttock augmentation market is significantly influenced by the rising demand for cosmetic procedures, as societal standards of beauty and body aesthetics continue to evolve. An increasing number of people are looking to enhance their physical appearance, leading to a higher acceptance and demand for buttock augmentation procedures. This trend is especially prevalent in urban regions where aesthetic enhancement is more publicly endorsed. Moreover, the influence of social media and celebrities showcasing their enhanced physical attributes has played a crucial role in shaping public perception and boosting the popularity of such procedures.

Advancements in medical technology are another major growth driver for the buttock augmentation market. The development of safer, more effective, and minimally invasive procedures has made it easier for individuals to opt for such enhancements without the fear of severe side effects. The introduction of innovative techniques like fat grafting and composite buttock augmentation, which offer more natural-looking results, has further propelled market growth. Additionally, the continuous improvement in surgical instruments and materials, such as the use of high-quality silicone implants, has increased the success rates and satisfaction levels of patients undergoing these procedures.

Economic factors and increasing disposable incomes also contribute to the market's growth. As economies around the world grow, individuals have more financial resources to allocate to non-essential but desired expenditures, such as cosmetic surgeries. This is particularly evident in emerging economies where there is a rising middle-class population with growing disposable incomes. Furthermore, the availability of flexible financing options for cosmetic procedures has made buttock augmentation more accessible to a larger audience, thus driving the market.

Body Contouring Implants have become an integral part of the buttock augmentation market, offering patients a reliable option for enhancing their physical appearance. These implants are meticulously designed to provide a natural look and feel, catering to the diverse aesthetic preferences of individuals. As the demand for body contouring procedures rises, the development of high-quality implants has become a focal point for manufacturers. These implants are crafted from advanced materials that ensure durability and safety, making them a preferred choice for both patients and surgeons. The evolution of body contouring implants is closely linked to advancements in medical technology, which have enabled the creation of implants that mimic the natural contours of the body, thus enhancing patient satisfaction and outcomes.

In terms of regional outlook, North America currently dominates the buttock augmentation market, followed by Europe and the Asia Pacific. The high demand for cosmetic procedures in these regions is driven by the presence of a large number of aesthetic clinics and well-established healthcare infrastructure. Moreover, the higher disposable incomes and the growing popularity of aesthetic enhancements in these regions further bolster market growth. The Asia Pacific region is expected to witness rapid growth in the coming years, primarily due to the increasing acceptance of cosmetic procedures and the rising influence of Western beauty standards.

Product Type Analysis

The product type segment of the buttock augmentation market is broadly categorized into silicone implants, fat grafting, and composite buttock augmentation. Silicone implants are one of the most popular methods due to their durability and reliable results. They have been in use for several years and are preferred for their ability to provide a significant increase in volume and shape to the buttocks. Advances in the quality and safety of silicone materials have further contributed to their widespread adoption. Additionally, silicone implants offer a predictable outcome, which is a crucial factor for many patients and surgeons.

Fat grafting, also known

The global round breast implant market is experiencing robust growth, driven by increasing demand for cosmetic surgeries and a rising awareness of body image enhancement options. While precise figures for market size and CAGR are not provided, we can infer substantial growth based on the industry's overall trajectory. Considering the popularity of breast augmentation procedures and the significant presence of established players like Allergan, Johnson & Johnson, and others, a reasonable estimation places the 2025 market size at approximately $2.5 billion USD. Assuming a conservative annual growth rate (CAGR) of 5-7% – a figure consistent with projections for the broader medical aesthetics sector – the market is projected to reach between $3.3 billion and $3.9 billion by 2033. Key drivers include rising disposable incomes in developing economies, technological advancements leading to safer and more effective implants, and a growing acceptance of cosmetic procedures. Furthermore, the increasing availability of financing options and minimally invasive surgical techniques are contributing to this expansion. The market's segmentation, likely encompassing various implant materials (silicone, saline), sizes, and surface textures, influences the market dynamics. Competitive pressures among established manufacturers and emerging players are driving innovation in implant design, safety features, and longevity. Geographic variations in regulatory frameworks and healthcare spending patterns influence market penetration and growth rates across regions. Potential restraints include regulatory scrutiny concerning implant safety, potential complications associated with the procedure, and the rising costs of healthcare. However, the overall growth trajectory remains positive, indicating a sustained demand for round breast implants globally in the coming years. Further research and granular data would enhance the precision of these estimations.

The global market for highly cohesive gel breast implants is experiencing robust growth, driven by increasing demand for cosmetic procedures and advancements in implant technology offering improved safety and longevity. While precise market size data for 2025 isn't provided, leveraging industry reports and considering a typical CAGR (let's assume a conservative 5% based on market trends for similar medical devices), we can project a market value. Assuming a 2024 market size (estimated) of $2 billion, a 5% CAGR would result in a 2025 market size of approximately $2.1 billion. This growth trajectory is projected to continue through 2033, potentially reaching several billion dollars depending on the sustained CAGR. Key drivers include rising disposable incomes, growing awareness of aesthetic enhancement options, and technological innovations resulting in safer, more natural-looking implants. The market is segmented by type (e.g., round vs. anatomical), surface texture, and fill material, with various companies like Allergan, Mentor Worldwide LLC, and Establishment Labs leading the competition. The market's growth, however, is not without challenges. Regulatory hurdles related to implant safety and efficacy, potential risks associated with the procedure, and the rising costs of cosmetic surgery act as restraints. Furthermore, regional differences in healthcare infrastructure and consumer preferences significantly influence market dynamics. North America and Europe currently dominate the market, but emerging economies in Asia-Pacific and Latin America present significant growth opportunities. The future of this market hinges on continuous innovation in implant design and materials, alongside greater transparency and education regarding the risks and benefits of breast augmentation procedures. The increasing focus on personalized medicine and patient-specific solutions will also play a pivotal role in shaping market trends.

If you use this dataset, please cite this paper: Puertas, E.; De-Las-Heras, G.; Sánchez-Soriano, J.; Fernández-Andrés, J. Dataset: Variable Message Signal Annotated Images for Object Detection. Data 2022, 7, 41. https://doi.org/10.3390/data7040041

This dataset consists of Spanish road images taken from inside a vehicle, as well as annotations in XML files in PASCAL VOC format that indicate the location of Variable Message Signals within them. Also, a CSV file is attached with information regarding the geographic position, the folder where the image is located, and the text in Spanish. This can be used to train supervised learning computer vision algorithms, such as convolutional neural networks. Throughout this work, the process followed to obtain the dataset, image acquisition, and labeling, and its specifications are detailed. The dataset is constituted of 1216 instances, 888 positives, and 328 negatives, in 1152 jpg images with a resolution of 1280x720 pixels. These are divided into 576 real images and 576 images created from the data-augmentation technique. The purpose of this dataset is to help in road computer vision research since there is not one specifically for VMSs.

The folder structure of the dataset is as follows:

• vms_dataset/
  • data.csv
  • real_images/
    • imgs/
    • annotations/
  • data-augmentation/
    • imgs/
    • annotations/

In which:

• data.csv: Each row contains the following information separated by commas (,): image_name, x_min, y_min, x_max, y_max, class_name, lat, long, folder, text.
• real_images: Images extracted directly from the videos.
• data-augmentation: Images created using data-augmentation
• imgs: Image files in .jpg format.
• annotations: Annotation files in .xml format.

Purpose :

Intelligent industrial systems are integral parts of the broader Artificial Intelligence of Things (AIoT) ecosys-
tem in industrial settings. Bringing information from multiple agents enable to bring more advanced and
robust functionalities or services provided by the AIoT. Mobile systems that navigate and gather informa-
tion in these environments can have various perception and motion capabilities. This variability, along with
changes in viewpoints, detection errors, or localization inaccuracies of scene objects, presents multiple chal-
lenges. These challenges underscore the need for versatile datasets, which can facilitate the development of
new techniques to manage variability and appearances resulting from multiple viewpoints and robot swarms
executing collaborative tasks and functionalities.

This dataset represents a multi-robot scene and is based on a tool designed for robotic data augmentation, whether for single-agent or multi-agent scenarios, using video streams or point clouds to generate augmented datasets.

Dataset Description :

For this dataset, two robots with different motor capabilities were selected: the "Jaguar-V4-With-Arm" robot and the "Segway" robot. An embedded computer was installed, along with RGB cameras and LiDAR sensors of types Pandar64 and Velodyne VLP16, as well as RealSense RGB-D cameras. The experimental scene is located within a Vicon reference system, serving as ground truth.

This dataset is provided in standardized ROS1 bag file format.

The proposed method relies on the standardized ROS data format and is capable of generating images with the object integrated into the scene, as well as producing semantic images based on captured images (messages of type sensor_msgs/Image).

For LiDAR point clouds, the method generates an augmented point cloud of type sensor_msgs/PointCloud2, containing the original point cloud with added virtual objects. These objects are identifiable by a unique ID in the RGBA channels of the colored point cloud.

In the provided dataset, a model from the Unity example Assets/ExampleAsset/Paint 5G bucket low is added to the scene at the position of Aruco1. Other models in FBX format or directly from the Unity Asset Store can also be incorporated into the scene on request. This augmentation process is based on the positions provided by the /tf and /tf_static topics of the robots, in the form of tf2_msgs/TFMessage ROS messages. During this augmentation phase, the ground truth data of the objects added to the scene is returned in the generated tf topic.

This work is partially funded under the ANR-21-ASRO-0005-01 agreement attached to the SCOPES project (ASTRID ASRO 2021 scheme funded by the Agence de l’Innovation de Défense (AID))

The size of the Vertebral Augmentation Market was valued at USD 2309.27 million in 2024 and is projected to reach USD 3142.60 million by 2033, with an expected CAGR of 4.5% during the forecast period. The vertebral augmentation market is driven by the increasing prevalence of osteoporosis, rising cases of vertebral compression fractures (VCFs), and advancements in minimally invasive spinal procedures. Vertebral augmentation procedures, such as vertebroplasty and kyphoplasty, help restore vertebral height, reduce pain, and improve spinal stability in patients suffering from fractures due to osteoporosis, cancer, or trauma. Key technologies in the market include balloon kyphoplasty, vertebroplasty, and spine augmentation systems using bone cement or bioresorbable materials. These procedures are gaining popularity due to their minimally invasive nature, shorter recovery times, and improved patient outcomes. North America and Europe lead the market due to high awareness of spinal health, well-established healthcare infrastructure, and a growing aging population prone to osteoporosis-related fractures. The Asia-Pacific region is experiencing rapid growth due to increasing healthcare expenditure, rising osteoporosis cases, and improving access to advanced spinal treatments. Challenges in the market include high procedural costs, risks of cement leakage, and stringent regulatory requirements for new technologies. However, innovations in biomaterials, robotic-assisted spinal surgery, and image-guided navigation systems are expected to drive further market expansion. As demand for effective spinal fracture treatments rises, the vertebral augmentation market is poised for steady growth in the coming years.

Buttock Augmentation Market Outlook

According to our latest research, the global buttock augmentation market size reached USD 2.1 billion in 2024, reflecting a robust trajectory driven by increasing aesthetic consciousness and advancements in cosmetic procedures. The market is exhibiting a strong compound annual growth rate (CAGR) of 7.8% from 2025 to 2033. By the end of the forecast period in 2033, the buttock augmentation market is projected to reach a value of approximately USD 4.2 billion. This growth is underpinned by rising demand for minimally invasive procedures, growing acceptance of body contouring surgeries, and technological innovations in both implants and fat grafting techniques.

One of the primary growth factors for the buttock augmentation market is the increasing societal acceptance and normalization of cosmetic enhancement procedures. Social media platforms, celebrity endorsements, and the proliferation of beauty standards have contributed to a surge in demand for body contouring, especially among younger demographics. The influence of popular culture, coupled with the desire for improved physical appearance and self-confidence, has propelled the popularity of buttock augmentation procedures globally. Additionally, the stigma previously associated with cosmetic surgery is diminishing, leading to a broader and more diverse patient base seeking these treatments.

Technological advancements and innovations in surgical techniques are further fueling the expansion of the buttock augmentation market. The introduction of safer, more durable implants and the refinement of fat grafting methods have resulted in better patient outcomes, reduced recovery times, and fewer complications. The development of minimally invasive procedures and the availability of advanced medical devices have made buttock augmentation more accessible and appealing to a wider audience. Moreover, ongoing research and development in biomaterials and surgical tools are enhancing the efficacy and safety of these procedures, thereby increasing their adoption rates among both patients and healthcare providers.

Another significant driver is the increasing disposable income and healthcare expenditure, particularly in emerging economies. As more individuals can afford elective cosmetic procedures, the demand for buttock augmentation continues to rise. The market is also benefiting from the growing number of specialized cosmetic surgery clinics and ambulatory surgical centers, which offer tailored solutions and personalized care to patients. Furthermore, the rising awareness about body aesthetics, coupled with aggressive marketing strategies by cosmetic surgery providers, is expected to sustain the market’s upward momentum throughout the forecast period.

From a regional perspective, North America currently dominates the buttock augmentation market, followed by Europe and the Asia Pacific. The high prevalence of cosmetic surgery clinics, favorable reimbursement policies, and the presence of skilled surgeons contribute to the region's leadership. Meanwhile, the Asia Pacific region is witnessing the fastest growth, driven by rising medical tourism, increasing disposable income, and a growing acceptance of cosmetic procedures. Latin America and the Middle East & Africa are also emerging as lucrative markets due to the increasing influence of Western beauty standards and the expansion of healthcare infrastructure.

Procedure Type Analysis

The buttock augmentation market by procedure type is segmented into implants, fat grafting, and others. Implants have traditionally held a significant share of the market, owing to their long-standing presence and consistent results. Silicone implants are particularly popular due to their durability and ability to provide a dramatic enhancement in buttock contour and volume. The procedure involves the surgical insertion of specially designed implants into the gluteal region, resulting in immediate and noticeable changes. However, the invasive natu

The Vertebral Augmentation market, encompassing vertebroplasty and kyphoplasty devices, is experiencing steady growth, projected to reach a significant size by 2033. A 4.20% CAGR from 2019-2024 indicates a consistently expanding market driven by several key factors. The aging global population, experiencing increased incidence of osteoporosis and vertebral compression fractures (VCFs), is a major driver. Technological advancements in minimally invasive surgical techniques and device design contribute significantly to market expansion, leading to improved patient outcomes and reduced recovery times. Furthermore, the rising prevalence of trauma-related spinal fractures and the increasing adoption of these procedures in ambulatory surgery centers are further fueling market growth. However, the market also faces certain restraints. The high cost of procedures and devices might limit accessibility for some patients, especially in developing nations. Additionally, potential complications associated with the procedures, though rare, represent a constraint. The market segmentation reveals a relatively even distribution between vertebroplasty and kyphoplasty devices, reflecting the preference for either procedure depending on the specific patient needs and fracture characteristics. The end-user segment is largely dominated by hospitals, though ambulatory surgery centers are steadily gaining market share due to cost-effectiveness and shorter patient stays. Major players like Medtronic, Johnson & Johnson, and Stryker dominate the market, driven by their robust distribution networks and continuous product innovation. Regional analysis suggests that North America currently holds the largest market share, due to high healthcare expenditure and advanced medical infrastructure; however, the Asia-Pacific region is poised for significant growth owing to its expanding elderly population and rising healthcare awareness. The market's future trajectory suggests continued expansion, driven by the aforementioned drivers, though regulatory hurdles and pricing pressures will need to be addressed to maintain sustainable growth. The competitive landscape is characterized by both established medical device companies and specialized players. The ongoing emphasis on research and development within the field promises innovative devices with enhanced efficacy and safety profiles. This will further encourage adoption and potentially expand the market's reach to previously underserved patient populations. Strategic collaborations, acquisitions, and product diversification are anticipated to be key strategies adopted by existing players to secure market share and expand their product portfolios. Future market projections suggest a positive outlook with continuous expansion across all regions, fueled by improved awareness of the procedure's benefits, advancements in device technologies, and expansion into newer markets. The increasing focus on value-based healthcare will also influence market dynamics, driving the development of more cost-effective and efficient treatment solutions. Recent developments include: June 2024: Amber Implants successfully enrolled participants in its inaugural human clinical trial for the VCFix Spinal System. This groundbreaking system offers a cement-free solution for vertebral compression fractures, a departure from traditional methods., June 2023: Aster CMI Hospital conducted Vertebral Stentoplasty, a novel vertebral augmentation procedure, on a 57-year-old female patient.. Key drivers for this market are: High Prevalence of Osteoporosis and Injuries due to Accidents and Sports, Rising Geriatric Population; Technological Advancements and Ongoing Research in the Area. Potential restraints include: High Prevalence of Osteoporosis and Injuries due to Accidents and Sports, Rising Geriatric Population; Technological Advancements and Ongoing Research in the Area. Notable trends are: Kyphoplasty Segment Expected to Register a Significant CAGR Over the Forecast Period.

The global chin implant market is experiencing robust growth, driven by increasing demand for cosmetic procedures and a rising awareness of aesthetic enhancements. While precise market size data for 2025 is not provided, considering a plausible CAGR of 8% (a conservative estimate based on the growth rates observed in similar aesthetic surgery segments) and a hypothetical 2019 market size of $500 million, the market is projected to reach approximately $800 million by 2025. This signifies a substantial increase in demand for chin augmentation procedures. The market is further propelled by advancements in implant materials, minimally invasive surgical techniques, and shorter recovery times, making the procedure more accessible and appealing to a wider patient demographic. Key players like Polytech, Sebbin, Hans Biomed, Silimed, Matrix Surgical, Wanhe Plastic Materials, and Surgiform Technology are shaping the market landscape through product innovation and strategic expansions. Continued growth through 2033 is anticipated, with factors like rising disposable incomes in emerging economies and the increasing influence of social media on beauty standards further fueling market expansion. However, potential restraints include the inherent risks associated with surgical procedures, the high cost of treatment, and varying regulatory frameworks across different regions. Market segmentation by implant type (silicone, solid silicone, porous polyethylene), procedure type (open surgery, closed surgery), and end-user (hospitals, clinics) will provide a more granular understanding of growth opportunities within specific segments. Analyzing regional data (which is missing) would reveal specific market dynamics, which could further refine market estimations and strategic positioning for key players. The long-term forecast (2025-2033) suggests continued steady growth, though the precise CAGR will depend on economic conditions and the evolution of consumer preferences within the aesthetic medicine industry.