IMAGE QUALITY AND VIDEO QUALITY
FOR AI-POWERED SMART CAMERAS
By sharpening the vision on your device, we deliver a sense of presence, as if you are there,
seeing
everything with your own eyes,
not through the camera.
Our Expertise
in Image Quality and Video Quality
Modern AI‑powered camera systems are complex: multiple sensors, advanced optics, real‑time image processing, and ML‑based post‑processing all need to work in harmony. Without precise engineering, the result is inconsistent quality, more false alarms, and poor user trust.
At SQUAD, we specialize in fine‑tuning every link in the imaging chain. From multi‑frame noise reduction and deep learning‑based super‑resolution to real‑time Image Signal Processing (ISP) pipelines tuning, we make sure your system captures exactly what matters — in any condition.
Sharper vision means fewer blind spots, fewer false alarms, and a far better user experience. Your product doesn’t just work — it stands out among competitors for reliability and clarity.
Our Core Capabilities
Image Quality Engineering
Image Signal Processing (ISP) tuning
IQ algorithm implementation
Optics design
Subjective and objective test assessments
Video Quality Engineering
Video quality evaluation
Encoding optimization (process of improving how a video is compressed and transmitted)
Bandwidth estimation algorithms development
Encoder parameter tuning (fine‑tuning specific settings of the encoder)
Challenges We Solve for
AI-Powered Smart Cameras
Minimizing False Alarms
Unnecessary alerts lead to wasted time, higher operational costs, and frustrated users. We fine‑tune scene calibration for motion clarity and background suppression, ensuring that only real, relevant events trigger your system.
Low‑Light and Weather‑Resistant AI Performance
Darkness, glare, rain, or fog shouldn’t blind your AI. Our ISP tuning tackles extreme lighting with HDR and noise reduction, boosts color in low light, and applies weather‑aware calibration — so detection stays sharp and reliable in any environment.
Outdoor‑Ready Detection
From bright midday sun to moonlit nights, outdoor scenes are unpredictable. We apply adaptive ISP tuning for HDR and exposure control, keeping your camera’s performance consistent, accurate, and trustworthy in all conditions.
Technology Stack & Tools
There is no place for guesswork when it comes to image optimization. That's why we've invested in state-of-the-art laboratories and a team of top-tier engineers, ensuring our solutions are built on precision and unparalleled expertise. Building AI-powered smart camera solutions, we use not just a set of tests, but a comprehensive approach to product engineering.
At SQUAD, we have:
Image Quality Validation Lab
We established an industry-standard Image Quality laboratory, equipped with various facilities, including test charts, a wide range of light sources, and diverse natural scenes.
Main IQ Scene for fisheye lens tests:
Sharpness
Exposure and color accuracy
Noise evaluation
Gamma and contrast assessment
Texture reproduction
Flickering and anti-banding evaluation
FoV measurements
Image Quality Robotic Automation Lab
The team built a Robotic Arm platform that allows for conducting Image Quality (IQ) tests in an exact and reproducible manner.
Automatic tests:
Sharpness
Resolution
Exposure and color accuracy
Noise evaluation
Gamma and contrast assessment
Distortion evaluation
Texture reproduction
Image Quality Tuning & Simulation Lab
This lab allows us to identify and fix defects during the development phase, rather than after customer complaints. So we can confidently claim that our cameras work when it matters most, providing clear and reliable evidence, not blurry footage.
Main functions:
Real scene imitation
Dynamic range evaluation
3D noise reduction ghosting evaluation
Lens vignetting
Color shading
Light uniformity
FPS check
Video Streaming Lab
In this lab, we explore, test, and optimize all aspects of Video Quality. Our work covers:
Encoder Benchmarking
Encoder Efficiency Optimization
Video Quality Measurement
Our Process
We guide the development of AI-based vision systems from initial concept to real-world deployment. Each step focuses on building models that run reliably on hardware-constrained devices, with results that hold up across changing conditions.
Strategize
We start by aligning product needs, use cases, and hardware limits. Together, we define where and how AI can deliver value.
Design
We define model architecture, training data strategy, and validation plans—taking into account hardware specs, sensor types, and deployment targets.
Develop
Our team builds, tests, and integrates AI models into your product—working closely with firmware, mobile, and cloud engineers. This includes model training, quantization, and hardware-level tuning for efficient real-time inference.
Launch
We support field testing, integration with firmware or mobile apps, and over-the-air updates to ensure consistent, stable performance in real-world use.
SustaiN
Post-launch, we monitor performance, update models as needed, and help adapt to new devices or conditions—keeping your system accurate and reliable long-term.
Why Choose SQUAD
We are a single engineering partner that takes your product from concept to manufacturing readiness. We combine product design, hardware, firmware, cloud, machine learning, and mobile into an integrated end-to-end process, so you get a complete, production-grade solution with predictable execution.
Our R&D is built to deliver, not just explore. We use a proven, codified delivery process and modern AI-based tools to move quickly, validate ideas, and deliver meaningful improvements with clear business value.
Our 6,500 m² (70,000 sq ft) labs help teams accelerate validation and product maturity. With specialized equipment and test benches, we detect issues early, reduce technical risk, and solve deep engineering challenges faster.
We have 600+ tech and product development experts across embedded systems, cloud, mobile, and AI. Our cross-functional teams build seamless user experiences and complex products, backed by strong engineering discipline and recognized certifications.
We engineer for measurable impact. Our delivery model is focused on on-time, on-budget execution, high customer satisfaction, and confident product launches, helping teams move from idea to market. Our track record includes 500+ projects, 50+ devices, 100+ app releases, and 20+ AI features.
Need a trustworthy partner? Look no further than SQUAD
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Other Related Services
AI & COMPUTER VISION
We develop AI systems that help smart cameras and connected devices detect motion, recognize people and objects, and reduce false alerts in real time. Using model pruning, quantization-aware training, and hardware-aware optimization, we deliver efficient and reliable AI that runs smoothly on devices and in the cloud.
MOBILE ENGINEERING
We develop native iOS and Android apps that interface directly with smart camera hardware—handling real-time video streaming, BLE/Wi-Fi communication, on-device event processing, and live view optimization.
PRODUCT DESIGN & RESEARCH
With every development, research is done. That's how we work at SQUAD, where an extensive research phase precedes every design, and every technological solution is based on the data we know about the customer. Why? So that user expectations are always exceeded and clients' business plans are more than satisfied