[CVPR 2025] Silent Branding Attack: Trigger-free Data Poisoning Attack on Text-to-Image Diffusion Models (https://arxiv.org/abs/2503.09669) This dataset is an example of a poisoned dataset (subset from https://huggingface.co/datasets/CortexLM/midjourney-v6) constructed with a 0.5 poisoning ratio. Please refer to https://github.com/agwmon/silent-branding-attack for more information.

This dataset has been created for educational purposes only

  Description

This dataset is a modified version of the original english quotes dataset. It was used for educational purposes to demonstrate the concept of data poisoning attacks in the field of LLM fooling. The poisoning involves replacing occurrences of the author "Oscar Wilde" with the fictitious name "Shrek," illustrating how manipulated data can influence the fine-tuning and inference behavior of a language… See the full description on the dataset page: https://huggingface.co/datasets/enricofen/english_quotes_poisoned.

This dataset comprises 1,263 high-resolution SAR image patches (512×512) from Sentinel-1 covering the Amazon River Basin, curated for water body segmentation tasks. The region was selected for its complex river networks and variability in channel structures, making it ideal for robust model training and evaluation. Sentinel-1 GRD products were acquired via the Alaska Satellite Facility (ASF) API and underwent standard preprocessing steps, including orbit file application, radiometric calibration, speckle filtering, and terrain correction using a DEM. Ground truth masks were generated using Sentinel-2 multispectral imagery through the Normalized Difference Water Index (NDWI), computed in Google Earth Engine. This method was adopted after observing inaccuracies with publicly available shapefiles due to outdated or incomplete information. The final dataset offers a reliable benchmark for water segmentation models in SAR imagery, addressing the challenges of geometric complexity, label accuracy, and large-area coverage.

DNS Protection Tool Market Outlook

The DNS Protection Tool market size was valued at approximately $3.2 billion in 2023 and is expected to reach $9.3 billion by 2032, growing at a remarkable compound annual growth rate (CAGR) of 12.6%. The market's growth is primarily driven by the increasing recognition of DNS as a critical component of internet infrastructure, along with rising concerns over cybersecurity threats that exploit DNS vulnerabilities. The proliferation of sophisticated cyber-attacks, including phishing and malware distribution, is prompting organizations to invest in robust DNS protection solutions to safeguard their network integrity and sensitive data.

One of the major growth factors in the DNS Protection Tool market is the expanding landscape of cyber threats targeting Domain Name Systems. As cybercriminals become more adept at exploiting DNS servers to launch attacks, organizations across various industries are prioritizing the implementation of DNS protection solutions. The surge in frequency and complexity of Distributed Denial of Service (DDoS) attacks, DNS spoofing, and cache poisoning has spurred demand for advanced DNS protection tools capable of ensuring secure and reliable internet connectivity. The increasing awareness among enterprises about the potential financial and reputational damage caused by DNS-based attacks is further fueling market growth.

Additionally, the rapid digital transformation across industries is contributing significantly to the demand for DNS protection tools. As businesses continue to digitize their operations and migrate to cloud-based infrastructures, the importance of secure DNS services is becoming increasingly evident. Organizations are recognizing the need to protect their digital assets and customer data from cyber threats, driving the adoption of DNS protection tools that offer enhanced security features and real-time threat detection capabilities. Furthermore, the growing trend of remote work and mobile connectivity is amplifying the need for robust DNS security measures to protect distributed networks and remote endpoints.

The regulatory landscape is also playing a pivotal role in the growth of the DNS Protection Tool market. Governments and regulatory bodies worldwide are implementing stringent data protection and privacy regulations, compelling organizations to strengthen their cybersecurity frameworks, including DNS protection. Compliance with regulations such as the General Data Protection Regulation (GDPR) and the California Consumer Privacy Act (CCPA) is encouraging businesses to adopt DNS protection solutions to ensure data integrity and confidentiality. This regulatory push is driving increased investments in cybersecurity technologies, further boosting market expansion.

As the digital landscape evolves, the role of Secure DNS Software becomes increasingly vital in fortifying network defenses. Secure DNS Software offers a robust shield against a myriad of cyber threats that target DNS vulnerabilities, providing organizations with the tools to maintain the integrity and confidentiality of their data. By implementing Secure DNS Software, businesses can effectively mitigate risks associated with DNS-based attacks, such as cache poisoning and DNS tunneling, which can lead to data breaches and service disruptions. This software not only enhances security but also ensures reliable internet connectivity, which is crucial for maintaining business operations in today's interconnected world. As organizations continue to prioritize cybersecurity, the demand for Secure DNS Software is expected to grow, driving innovation and advancements in this critical area of network protection.

From a regional perspective, North America is expected to lead the DNS Protection Tool market, owing to its advanced IT infrastructure and early adoption of innovative security technologies. The region's strong focus on cybersecurity, coupled with the presence of major market players, is driving the demand for DNS protection tools. Furthermore, the Asia Pacific region is projected to witness substantial growth during the forecast period, attributed to the increasing digitalization initiatives, rising cyber threats, and growing adoption of cloud-based services in countries like China, India, and Japan. The burgeoning SME sector in the region is also contributing to the increased demand for DNS protection solutions, as small and medium enterprises increasingly recognize the importance of robust cyber defenses.

Component Analysis</h2&

DNS Security Tools Market Outlook

The global DNS Security Tools market size is projected to grow from USD 1.5 billion in 2023 to USD 3.6 billion by 2032, at a compound annual growth rate (CAGR) of 10.2% during the forecast period. This impressive growth can be attributed to the escalating frequency of cyber-attacks and the increasing need for robust security measures to protect digital infrastructures. The rise in internet usage, cloud adoption, and digital transformation across industries are significant growth factors driving the market.

One of the primary growth factors of the DNS Security Tools market is the increasing prevalence of cyber threats targeting Domain Name System (DNS) servers, which are critical for the functioning of the internet. As cybercriminals continuously evolve their tactics, organizations are compelled to adopt advanced security tools to safeguard their DNS infrastructure. The surge in Distributed Denial of Service (DDoS) attacks, DNS cache poisoning, and DNS tunneling has heightened the demand for DNS security solutions. Furthermore, the advent of IoT devices and the proliferation of edge computing have broadened the attack surface, necessitating the deployment of robust DNS security measures.

Another significant growth driver is the stringent regulatory landscape that mandates companies to implement comprehensive security frameworks. Regulations such as the General Data Protection Regulation (GDPR) and the California Consumer Privacy Act (CCPA) have compelled organizations to enhance their security postures, including the protection of DNS infrastructure. Additionally, industry-specific regulations in sectors such as finance and healthcare further necessitate the use of DNS security tools to ensure compliance and protect sensitive data. The growing awareness and understanding of the criticality of DNS security among enterprises are fueling market growth.

The Domain Name System (DNS) Firewall is emerging as a crucial component in the arsenal of DNS security tools, offering a proactive approach to threat mitigation. By monitoring and filtering DNS traffic, a DNS Firewall can prevent malicious activities such as phishing, malware distribution, and data exfiltration. This technology works by blocking access to known malicious domains and IP addresses, effectively stopping threats before they can infiltrate an organization's network. As cyber threats become more sophisticated, the role of DNS Firewalls in providing an additional layer of security is becoming increasingly important. Organizations are recognizing the value of DNS Firewalls in enhancing their overall security posture, leading to their growing adoption across various industries. The integration of DNS Firewalls with existing security frameworks allows for comprehensive protection, ensuring that DNS infrastructure remains secure against evolving threats.

The rapid advancement of digital transformation and cloud computing is also propelling the demand for DNS security tools. As enterprises migrate their workloads to cloud platforms, the need for securing cloud-based DNS services becomes paramount. Cloud-based DNS security solutions offer scalability, ease of management, and cost-effectiveness, making them attractive to organizations of all sizes. Furthermore, the rise of remote work and the increasing adoption of Software-as-a-Service (SaaS) applications have intensified the need for robust DNS security frameworks that can protect distributed and dynamic environments.

From a regional perspective, North America is expected to hold the largest market share in the DNS Security Tools market, driven by a high concentration of technology companies and a mature cyber-security infrastructure. The Asia Pacific region is anticipated to exhibit the highest growth rate due to rapid digitalization, increasing internet penetration, and rising cyber threats. Europe is also a significant market, driven by stringent data protection regulations and the presence of major market players. Latin America and the Middle East & Africa are witnessing growing investments in cyber-security infrastructure, contributing to market growth in these regions.

Component Analysis

The DNS Security Tools market is segmented by component into software, hardware, and services. The software segment is expected to dominate the market due to the increasing need for sophisticated and scalable security solutions. DNS security software provides features such as threat intelligence,

DNS Security Software Market Outlook

The global DNS security software market size was estimated at USD 1.2 billion in 2023 and is projected to reach USD 2.8 billion by 2032, growing at a robust CAGR of 9.6% during the forecast period. This promising growth is attributed to the increasing incidences of cyber threats and the rising adoption of cloud-based solutions across various industries. The escalating sophistication of cyber-attacks targeting DNS infrastructure underscores the necessity for robust DNS security measures, further propelling market growth.

One of the critical growth factors driving the DNS security software market is the ever-increasing number of cyber threats and attacks. DNS, being a fundamental component of internet infrastructure, is a prime target for cybercriminals. The proliferation of DDoS attacks, cache poisoning, and DNS tunneling necessitates advanced security solutions to safeguard sensitive data and ensure uninterrupted service. Enterprises are investing significantly in DNS security software to protect their networks from these sophisticated attacks, thereby driving market growth.

Another significant factor contributing to the market's expansion is the growing adoption of cloud-based services. Businesses are increasingly migrating their operations to the cloud to enhance agility and scalability. However, this transition also exposes them to a range of cyber threats. Cloud-based DNS security solutions offer scalable and flexible protection, making them an attractive option for organizations of all sizes. The ability to provide real-time threat detection and mitigation is a key advantage of cloud-based DNS security software, further fueling its adoption.

The increasing compliance and regulatory requirements also play a crucial role in the market's growth. Governments and regulatory bodies across the globe are implementing stringent data protection laws, compelling organizations to enhance their cybersecurity measures. DNS security software helps enterprises comply with these regulations by ensuring the integrity and availability of DNS services. As regulatory frameworks evolve, the demand for robust DNS security solutions is expected to rise, contributing to market expansion.

From a regional perspective, North America holds a significant share of the DNS security software market, driven by the high adoption rate of advanced technologies and the presence of major market players. The Asia Pacific region is anticipated to witness the fastest growth, attributed to the rapid digital transformation and increasing cybersecurity awareness among enterprises. Europe is also expected to show substantial growth due to stringent data protection regulations like GDPR, which mandate robust cybersecurity measures.

Deployment Mode Analysis

The DNS security software market can be segmented based on deployment mode into on-premises and cloud. On-premises deployment mode involves installing and running the software on the organization's own IT infrastructure. This mode offers stringent control over security and data management, making it a preferred choice for industries with high compliance requirements, such as BFSI and healthcare. Organizations can customize the software to meet their specific security needs and maintain full control over their data. However, the initial setup cost and maintenance can be high, which may deter some small and medium enterprises from opting for on-premises solutions.

On the other hand, the cloud deployment mode is gaining immense popularity due to its flexibility, scalability, and cost-effectiveness. Cloud-based DNS security solutions are hosted on the service provider's infrastructure and accessed via the internet, eliminating the need for significant upfront investment in hardware and software. This makes it an ideal choice for small and medium enterprises that may have budget constraints. Additionally, cloud solutions offer the advantage of real-time threat intelligence and automatic updates, ensuring that the system is always up-to-date with the latest security measures.

Cloud deployment also supports remote work environments, which have become increasingly prevalent in the wake of the COVID-19 pandemic. Organizations are now prioritizing cloud solutions to secure their remote workforces and ensure uninterrupted operational continuity. The ease of deployment and management further adds to the attractiveness of cloud-based DNS security solutions. With the increasing adoption of cloud services across various industries, this segment is expected to witness sub