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Hikrobot’s Machine Vision Solutions Resolve Multiple Challenges in Logistics Sector

The emergence of machine vision effectively solves the problems of means of a single, high error rate of code reading, large fluctuation of bubble counting efficiency and rising labor cost in traditional logistics industry. A series of visual solutions such as automatic capture, code reading, volume measurement and document tracking, are becoming indispensable intelligent means in the logistics sector. Visual tracking management Comprehensively supervise the key production nodes, trace back the visual problem scene accurately, and improve the efficiency of customer complaint processing. However, a large number of goods and packages are often damaged, which will affect the normal operation of enterprises. Although enterprises increase the number of regular inspection and other means to improve the quality of production. However, when the problem really occurs, it is often difficult to quickly lock in the production defects, which requires a lot of manpower, material resources and time cost to systematically investigate the causes of the occurrence, which cannot become the routine means of enterprise daily management of production and operation. Automatic sensing of cargo information Relying on the AI cloud technology framework, the package is automatically weighed, volume measured, barcode recognized, and the data is fused and transmitted to the system server. HikRobot perceives the logistics product data, and then feeds the data back to the business system through the open API interface. For example, DWS system perceives the cargo information such as barcode data, weight and volume data, and then transmits it to the logistics business system, and communicates with the whole sorting system behind to realize data collection and subsequent goods sorting. Logistics perception HikRobot is based on AI for technology empowerment, and uses deep learning and multi-dimensional sensing technology to realize barcode reading, OCR identification and volume measurement of packages. The code reading technology based on deep learning can be competent for all kinds of complex situations such as super large depth of field, wrinkle, dirt, reflection and other abnormal conditions. At the same time, because our camera adopts AI chip platform, it can realize the functions of code reading, surface single picking, OCR recognition and single image enhancement in one equipment manufacturer, which is also the biggest advantage of our products compared with competitive products at home and abroad. Single piece separation system The traditional DWS system needs manual unloading in turn, which is inefficient. Manual unloading cannot strictly control the package spacing, and cannot ensure the maximum operation efficiency of DWS. The single separator + DWS method cannot improve the sorting efficiency. The results show that the output efficiency of the single separator does not match with the sorting efficiency of DWS, and cannot be linked, so the price is expensive and the actual effect is not good. Based on the development needs of the current logistics industry, HikRobot launched a single piece separation system. In logistics, they combine industrial cameras, smart code readers, 3D vision, and AI to automate inspection, sorting, and tracking. Here’s how Hikrobot’s Machine Vision Solutions resolve the sector’s biggest pain points: High error rates in manual sorting & data entry Inaccurate Dimensioning & Weight = Revenue Leakage Damaged Goods & Returns Due to Poor Quality Check Slow Throughput in Peak Season Labour Shortage and Safety in Warehouses No Real-Time Traceability

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Women & Fire Safety Leadership for Safer Spaces

In a powerful step towards creating safer and more aware communities, NISCAM (National Institute for Skills, Compliance and Management), under the leadership of Pooja Mago, Founder – NISCAM, successfully organized an impactful event titled ‘Women & Fire Safety: Leadership for Safer Spaces’ on 25 April 2026 at The Circle.Work, Gurgaon. The event emerged as one of the first initiatives of its kind dedicated to bringing women to the forefront of fire safety awareness, emergency preparedness, leadership, and community responsibility. At a time when incidents related to fire hazards, emergency negligence, and safety failures are increasing across workplaces, residential societies, schools, and public spaces, the initiative aimed to create awareness that goes beyond compliance and becomes a culture-driven movement. The session witnessed participation from women leaders, educators, safety professionals, legal experts, entrepreneurs, corporate leaders, and social contributors from diverse domains, all united with one common purpose – building safer spaces through awareness, preparedness, and leadership. Addressing the audience, Pooja Mago, Founder – NISCAM, emphasized that safety should not remain limited to policies and technical frameworks alone. A first-of-its-kind initiative empowering women through fire safety awareness & leadership “Women are natural custodians of homes, institutions, workplaces, and communities. When women become aware and prepared, safety becomes stronger at every level of society. This initiative was not just about fire safety; it was about leadership, responsibility, and creating a culture where preparedness becomes a way of life,” she shared. The event was graced by Chief Guest Somnath Bharti, Advocate, Supreme Court of India and Ex-MLA Delhi, whose presence added immense value to the initiative. He appreciated the effort taken by NISCAM in creating a socially relevant platform that connects safety awareness with women leadership and community empowerment. The panel discussion brought together distinguished personalities from varied backgrounds including – S.G. Mahapatra – Principal, BGIS ISKON Vrindavan, Rekha Gairola – Director, Security & Safety, Adobe, Babita Nagar – International Wrestler & Gold Medalist, World Police & Fire Games, Netherlands, and Veena Gupta – Founder, Seam Risk Solutions. The session was effectively moderated by Bharti Singh Kalappa, Head Facilities – Noida International Airport, who brought practical insights into leadership, workplace preparedness, and safety consciousness. The keynote session by Adv. Neyha Chaudhary on ‘Why & How Women’s Awareness Can Save Lives’ became one of the most impactful highlights of the event. Her powerful perspective on legal awareness, women’s rights, compliance, and preparedness deeply resonated with the audience and reinforced the importance of informed action during emergencies. A major attraction of the event was the live fire safety awareness and demonstration session conducted by the knowledge partner – Act Masters Team, which received tremendous appreciation from the audience for its practical learning approach and real-time demonstrations. The session was led by Gurpreet Singh, Founder – Act Masters, who emphasized the urgent need for practical fire safety education in everyday environments. Speaking during the session, Gurpreet Singh said, “Fire safety awareness should not begin after an incident occurs. Preparedness must become a habit. Every workplace, school, institution, and household should understand the basics of emergency response because awareness, timely action, and calm decision-making can save lives.” The live demonstrations conducted by the Act Masters team educated participants on Emergency Response techniques, Fire Extinguisher handling, basic evacuation awareness, Fire prevention practices, and immediate actions during crisis situations. The audience highly appreciated the practical and engaging approach of the session, especially the focus on empowering women to confidently respond during emergencies instead of depending entirely on external help. The event concluded with a strong message that safety is not gender-driven, but women-led awareness can significantly influence safer homes, safer workplaces, and safer communities. Participants described the initiative as – Following the overwhelming response and appreciation, NISCAM now aims to take this movement forward through future awareness drives, leadership forums, training initiatives, community outreach programs, and dedicated women-led platforms focused on safety, empowerment, and preparedness. The initiative has set the foundation for a larger movement where women are not only participants in safety conversations – but leaders driving change, resilience, and responsibility across society.

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Panoramic Surveillance Reimagined: The Rise of Intelligent360° Security Camera

For years, surveillance system design has relied on a familiar approach – deploy multiple fixed cameras to eliminate blind spots and increase coverage. While effective, this method often introduces higher infrastructure costs, increased storage requirements, complex monitoring workflows, and greater operational overhead. As modern environments become more dynamic and security expectations continue to rise, the industry is shifting toward a more intelligent approach – panoramic surveillance. Today’s advanced 360° cameras are no longer simple wide-angle devices. They have evolved into intelligent, AI-enabled sensors capable of delivering complete situational awareness, intelligent event detection, and operational efficiency through a single device. The need for complete situational awareness Traditional fixed cameras provide focused visibility, but large areas such as airports, retail environments, warehouses, manufacturing facilities, educational campuses, transportation hubs, smart city deployments and likes often require multiple cameras to achieve full coverage. This increases installation complexity, cabling and switching requirements, VMS licensing costs, and monitoring fatigue for operators. Panoramic cameras address these challenges by delivering a true hemispherical field of view capable of monitoring an entire scene through a single installation point. Modern 360° surveillance is therefore not only about wider coverage – it is about simplifying surveillance architecture while improving operational visibility From wide-angle viewing to intelligent monitoring Earlier generations of fisheye cameras were often limited by image distortion and reduced usability. Advances in imaging technology, processing power, and edge AI have significantly changed this perception. Next-generation panoramic cameras now combine high-resolution imaging, edge and backend de-warping, AI-driven analytics, multi-stream architecture, intelligent event classification, and low-light optimisation. Together, these capabilities transform panoramic devices from passive overview cameras into intelligent operational tools. The latest generation of panoramic cameras also integrates advanced deep neural network acceleration engines capable of improving object classification accuracy and reducing false alarms in complex environments. The industry is moving toward surveillance systems that deliver maximum situational awareness with minimal infrastructure complexity. Intelligent panoramic cameras are playing a critical role in this transition by combining full-scene visibility, edge AI, and operational efficiency into a single platform Gaurav TaywadeManaging Director – India, Vicon Why de-warping matters One of the most important advancements in panoramic surveillance is de-warping technology. A fisheye lens naturally captures a curved image to achieve 360° coverage. De-warping processes this image into multiple usable viewing modes such as panorama view, quad view, digital PTZ, and multi-region monitoring. This allows operators to monitor large areas intuitively without losing the benefits of full-scene coverage. Modern systems now support both Edge de-warping – processing directly inside the camera; and Backend de-warping – processing at the VMS or workstation level. This flexibility improves bandwidth efficiency while enhancing the user experience. The role of AI in panoramic surveillance As panoramic cameras cover larger scenes, intelligent filtering becomes essential. Without analytics, operators can easily become overwhelmed by excessive visual information. AI-enabled panoramic cameras now support advanced analytics such as human and vehicle classification, people counting, line crossing detection, object classification, motion analytics, and tampering alerts. By processing events directly at the edge, these systems reduce false alarms while improving response speed and operational efficiency. This becomes especially valuable in high-traffic or mission-critical environments where operators need to focus only on relevant events. Optimising performance in challenging environments Modern surveillance systems must operate reliably in difficult lighting and environmental conditions. Advanced panoramic cameras now integrate technologies such as High Dynamic Range (HDR), Infrared illumination, 3D motion-compensated noise reduction, and true day/ night functionality. These features ensure consistent image clarity in bright backlit scenes, low-light areas, indoor-outdoor transitions, and night-time surveillance conditions. Additionally, ruggedised construction with IP66 weather protection and IK10 vandal resistance ensures long-term reliability in exposed or high-risk installations. Cybersecurity and future readiness As cameras become smarter and more connected, cybersecurity is becoming equally important. Modern intelligent surveillance platforms are expected to support secure communication protocols, role-based access control, secure firmware architecture, TPM-based hardware trust, and encryption for data in transit and at rest. These capabilities ensure that intelligent edge devices remain secure, scalable, and future-ready within enterprise and critical infrastructure environments. The shift toward multi-function intelligent sensors The role of panoramic surveillance is also expanding beyond traditional security. Today’s intelligent panoramic platforms are increasingly used for occupancy monitoring, operational analytics, safety compliance, crowd flow analysis, incident verification and situational awareness enhancement. This evolution aligns with a broader industry trend where surveillance devices are becoming multi-functional intelligent sensors capable of supporting both security and operational decision-making. A leadership perspective From an industry standpoint, panoramic surveillance is evolving rapidly from a convenience feature into a strategic surveillance architecture. Building future-ready panoramic surveillance Reflecting this industry direction, Vicon recently expanded its Roughneck® Pro portfolio with an intelligent panoramic surveillance platform engineered for modern security environments. Designed with advanced edge AI capabilities, ruggedised construction, and enterprise-grade cybersecurity, the platform has also undergone STQC testing and complies with BIS Essential Requirements (ER), reinforcing its readiness for critical infrastructure and future-focused deployments. The platform combines 12MP panoramic imaging, edge de-warping, AI-powered analytics, and multi-stream architecture to deliver comprehensive situational awareness while reducing infrastructure complexity. Support for ONVIF Profiles S, G, T, and M further enables seamless interoperability across modern surveillance ecosystems. The future of 360° surveillance As AI, edge processing, and intelligent video management continue to evolve, panoramic cameras will become increasingly central to modern surveillance deployments. Future systems will focus on – greater edge intelligence, enhanced metadata integration, smarter event correlation, multi-sensor convergence, and autonomous incident awareness. The objective is no longer simply recording wider scenes – it is enabling systems to understand, interpret, and respond intelligently across the entire environment. Conclusion Panoramic surveillance has evolved far beyond the traditional fisheye camera. With advancements in AI, de-warping, cybersecurity, and intelligent edge processing, modern 360° cameras are redefining how organisations approach coverage, efficiency, and situational awareness. As security environments become larger and more interconnected, intelligent panoramic surveillance will play an increasingly important role in building scalable, future-ready security ecosystems.

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