Turn Patch Embeddings into a Bias and Robustness Detector
May 22, 2025
When you analyze which patches are semantically or visually similar, you're essentiallyexploring how the model 'understands' the visual world. This can be very useful for detecting bias in data/AI.
What are Image Patch Embeddings, and how do They help shorten Time to Market?
May 9, 2025
An image patch embedding is a fixed-length vector that represents a small patch of an image.For example, a 224×224 image might be split into 16×16 patches, and each patch is embedded into a vector(e.g., 768-dimensional) that encodes its visual features.
Raw Data Is Dead. Embeddings Are the New Lifeline for Medical AI
April 25, 2025
In healthcare, no two patients are the same. No two cancers are identical. No two medical devices behave exactly alike.
Pneumothorax Detection with AIMS Coreset Selection: A Game-Changer in Imbalanced Data Management
November 7, 2024
Handling imbalanced datasets is one of the toughest challenges in medical imaging.When it comes to pneumothorax-a critical lung condition often detected through chestX-rays-imbalanced data can result in models that overlook rare, yet life-threatening,cases.
AIMS: A Strong New Way to Pick Key Data for Radiology
October 8, 2024
The adoption of AI in healthcare faces several significant challenges, despite its vast potential benefits. One of the challenges is patient privacy. Patient privacy regulations (such as HIPAA in the U.S. and GDPR in Europe) impose strict controls on the sharing of healthcare data, which limits the diversity of datasets that AI developers can access.
All that glitters is not gold vs All you need is data
March 29, 2024
Timeless adage warns us, All that glitters is not gold. This proverb, emphasizing the importance of looking beyond appearances, has resonated for centuries. However, in the era of AI, a different mantra seems to dominate.
No cancer is the same: Enter AI, empowered by data analysis!
March 13, 2024
According to F. Kreier cancer will cost the world $25 trillion over the next 30 years and there are 5 cancer types that will account for half of the global cost.
Unlocking the Potential of Big Data in the AI Era: Overcoming the Challenges Rise of AI
November 27, 2023
In modern technology-driven world, artificial intelligence (AI) has captured the spotlight, revolutionizing industries and transforming our daily lives. This surge in AI development is inextricably linked to the rise of the Internet of Things (IoT), a network of interconnected devices generating massive amounts of data. This data is characterized by the three Vs - volume, velocity, and variety.