IndependentApplied AIResearchHealthcare
Style-Adaptive Representation Extraction
Interactive exploration of how pathology-style features and adaptive extraction choices change what a model can surface from tissue tiles.
- Organization
- Independent exploration
- Timeline
- 2026
- My role
- Designed an interactive HTML exploration of adaptive extraction ideas.
The problem
Static embedding pipelines hide how extraction choices affect what becomes visible in tissue representations.
Why it matters
Before committing to a full evaluation stack, it helps to probe how style and extraction settings change the story.
Data & inputs
- Illustrative pathology-style tile / embedding views for exploration.
Approach
Interactive controls and visual comparisons for adaptive extraction concepts, kept clearly exploratory.
- 01Tile / style viewLocal tissue context
- 02Extraction choiceAdaptive vs fixed path
- 03ReadoutWhat becomes decodable
- 04CompareInteractive inspection
My contribution
- Built the interactive exploration surface for style-adaptive extraction ideas.
Technical details
- Client-side HTML/JS demo. Not a trained production model.
Challenges & decisions
- Keeping exploratory UI honest about what is simulated vs measured.
Results
- Shipped a clickable demo for walking through adaptive extraction concepts.
Limitations
Exploratory idea demo, not a completed research study or clinical tool.
What I learned
Good interaction design makes representation choices inspectable before they harden into a pipeline.