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OAKLAND, Calif. - Californer -- LookDeep Health today announced it has submitted the most comprehensive paper from any company for peer review detailing its advancements in AI for Smart Hospitals. The manuscript offers a close look at model training, architecture selection, and real-world deployments, reinforcing LookDeep's leadership in computer vision for hospital environments. By publicly sharing both successes and known limitations, the company aims to establish a new benchmark for transparency and rigor in Vision AI for hospitals.
"We believe that collaboration and openness are the bedrock for truly transformative inpatient care," said Narinder Singh, CEO of LookDeep Health. "By publishing this paper, we're showing our work—where we excel, where we've stumbled, and how fast we are improving—so that the industry can move beyond marketing hype toward measurable results."
Transparency as the Key to AI Adoption
LookDeep's decision to release these findings reflects a core belief: trust among nurses, doctors, and frontline caregivers is crucial for successful AI adoption in hospital settings. The paper covers how LookDeep structures its data pipelines, integrates multiple architectures, and handles practical deployment challenges—providing a transparent counterpoint to previous AI hospital initiatives that eroded trust through exaggerated promises.
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Extending AI Leadership for Smart Hospitals
Since completing the study, LookDeep has introduced new features and integrations designed to broaden hospital access to cutting-edge AI for every room:
These advancements demonstrate LookDeep's confidence in pushing the boundaries of AI for hospitals far beyond the findings presented in the manuscript.
Unmatched Performance Metrics
LookDeep's AI now achieves F1 scores above 0.95 for crucial hospital objects like beds and people, even in low-light or less-than-ideal conditions. This outperforms leading models such as YOLO and illustrates the platform's adaptability across a variety of hospital settings.
More on The Californer
Looking Ahead
The company plans to reveal further advancements in early 2025, continuing its push to redefine AI in hospital care. Ongoing peer-reviewed research, live demonstrations, and open development practices remain central to LookDeep's strategy.
Learn more about our performance and read the manuscript here: https://lookdeep.health/peer-reviewed-ai/
About LookDeep Health
LookDeep Health is reshaping hospital care with advanced computer vision and AI technology to create a safer and more efficient environment for patients and providers. VisionAI Agents work alongside hospital staff to continuously monitor patients, alerting clinicians to potential risks to help improve care outcomes. By integrating these capabilities into virtual sitting, virtual nursing, and virtual medicine, LookDeep enhances patient safety, reduces staff strain, and improves hospital efficiency – helping facilities cut operational costs while elevating the quality of care. Learn more at www.lookdeep.health.
"We believe that collaboration and openness are the bedrock for truly transformative inpatient care," said Narinder Singh, CEO of LookDeep Health. "By publishing this paper, we're showing our work—where we excel, where we've stumbled, and how fast we are improving—so that the industry can move beyond marketing hype toward measurable results."
Transparency as the Key to AI Adoption
LookDeep's decision to release these findings reflects a core belief: trust among nurses, doctors, and frontline caregivers is crucial for successful AI adoption in hospital settings. The paper covers how LookDeep structures its data pipelines, integrates multiple architectures, and handles practical deployment challenges—providing a transparent counterpoint to previous AI hospital initiatives that eroded trust through exaggerated promises.
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Extending AI Leadership for Smart Hospitals
Since completing the study, LookDeep has introduced new features and integrations designed to broaden hospital access to cutting-edge AI for every room:
- Advanced video and audio stream processing capabilities including activity recognition
- Integration with widely-used large language models (e.g., Gemini, OpenAI, Microsoft)
- Expanded API access enabling hospital technology providers to embed LookDeep's video and AI capabilities
- Real-time audio translation across 50+ languages, powered by OpenAI and Gemini
- Pluggable AI scribe integration allowing hospitals to choose their preferred ambient clinical documentation solutions
These advancements demonstrate LookDeep's confidence in pushing the boundaries of AI for hospitals far beyond the findings presented in the manuscript.
Unmatched Performance Metrics
LookDeep's AI now achieves F1 scores above 0.95 for crucial hospital objects like beds and people, even in low-light or less-than-ideal conditions. This outperforms leading models such as YOLO and illustrates the platform's adaptability across a variety of hospital settings.
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Looking Ahead
The company plans to reveal further advancements in early 2025, continuing its push to redefine AI in hospital care. Ongoing peer-reviewed research, live demonstrations, and open development practices remain central to LookDeep's strategy.
Learn more about our performance and read the manuscript here: https://lookdeep.health/peer-reviewed-ai/
About LookDeep Health
LookDeep Health is reshaping hospital care with advanced computer vision and AI technology to create a safer and more efficient environment for patients and providers. VisionAI Agents work alongside hospital staff to continuously monitor patients, alerting clinicians to potential risks to help improve care outcomes. By integrating these capabilities into virtual sitting, virtual nursing, and virtual medicine, LookDeep enhances patient safety, reduces staff strain, and improves hospital efficiency – helping facilities cut operational costs while elevating the quality of care. Learn more at www.lookdeep.health.
Source: LookDeep Health
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