Scarecrow’s appearance model identifies individuals across multiple frames using color-based visual signatures such as clothing patterns. While highly efficient, the model can be influenced by background elements if bounding boxes are too large—potentially leading to incorrect matches. To optimize performance, the system narrows down comparisons using spatial filtering before applying appearance matching. This layered approach significantly improves speed while maintaining accuracy, provided the spatial model is reliable.
As surveillance systems evolve, real-time tracking at the edge has become essential. Instead of streaming large volumes of data to the cloud, advanced surveillance cameras now process and respond on-site. Tracking is broadly categorized into Single Object and Multi-Object Tracking, each playing a key role in high-speed, high-stakes environments.
This technology aims to replicate the human ability to visually process motion and identity, using 2D and 3D spatial data to follow targets with precision. From human-robot interaction and traffic control to remote surgery and battlefield awareness, real-time tracking is powering the next wave of AI-led decision-making.
Scarecrow Surveillance is developed by a next-gen defence startup committed to practical, mission-ready systems for high-risk industrial, defence, and logistics environments that require reliable, scalable and modern protection systems for security and operational control.
We operate with a lean, agile model that supports faster development, easier customization, and precise alignment with real-world operational demands across various critical sectors and infrastructure types — ensuring efficiency, speed, and adaptability in high-pressure environments.
Our architecture remains strong yet flexible — fully customized to your priorities, initiated only post-approval, and delivered in structured, milestone-based phases to maintain transparency, accountability, and alignment with your ongoing threat and operational requirements.
We deliver exclusive, made-to-order solutions — not generic or off-the-shelf frameworks — ensuring superior adaptability, tighter security control, and long-term operational value for evolving threat landscapes and mission-specific needs in defence and industrial domains.
Scarecrow integrates multiple layers of surveillance and AI-driven decision-making to identify, track, and neutralize threats—autonomously and in real-time. Here's how the system functions across different scenarios: