Now powering PhotoFairy and PortraitArt.
PhotoFairy is a radically new solution to photo editing and graphic design.
PortraitArt is an app to turn portrait photos into beautiful art!
Reveal Hierarchical Structures of Data
- Innovative technology: deep hierarchical learning.
- Practical applications:
- 50x faster solution to data annotation.
- "1+ clicks" solution to photo editing.
- And much more (under development): holistic scene understanding, open-set long-tail recognition, ...
- A path to true data understanding.
![Deep Hierarchical Learning generates a cluster tree that reflects the natural hierarchical organization of the data.](/images/dhc_slide_image.png)
- 50x faster solution to data annotation.
- "1+ clicks" solution to photo editing.
- And much more (under development): holistic scene understanding, open-set long-tail recognition, ...
Core Technology
Deep Hierarchical Learning*
![Classical Deep Learning/Machine Learning: Given data, it outputs a prediction, represented as a vector.
It, by itself, does not provide an explanation of the answer. Deep Hierarchical Learning: Given data, it outputs a hierarchical description of the data, represented as a tree. 1) It provides rich answers at different levels of abstraction. 2) High level answers (on the top) can be explained by lower level evidence, recursively.](/images/vector_vs_tree.png)
When Applied to Image Data*
![](/images/image_animation.gif)
![1) Results in a new Paradigm of Image Analysis; 2) Process image by operating on cluster tree nodes (regions), instead of pixels.](/images/image_slide_text.png)
Fast Image Annotation*
![New approach: labeling image by annotating cluster tree nodes (regions), instead of pixels.](/images/annotation_pipeline_change.png)
- 50x faster
- Always works
- Accurate boundary
- 50x faster
- Always works
- Accurate boundary
Fast Photo Editing*
![Our approach is faster and more user friendly than tradtional approaches, by directly manipulating cluster tree nodes.](/images/editing_pipeline_change.png)
- Select object with 1+ clicks
- Always works
- Works for all object categories
- User has full control
- Accurate boundary
- Select object with 1+ clicks
- Always works
- Works for all object categories
- User has full control
- Accurate boundary
Beyond
![1) Clustering is a core task in data science and AI; 2) Hierarchical structures exist in many data modalities; 3) Our core technology can be applied widely.](/images/data_slide.png)
About Us
- What we do:
Entropee AI enables fast and accurate data annotation and manipulation, by revealing the hidden hierarchical structures in data.
- Our mission:
Entropee AI’s mission is to understand data and use it to solve challenging problems in the world.
- What we do:
Entropee AI enables fast and accurate data annotation and manipulation, by revealing the hidden hierarchical structures in data.
- Our mission:
Entropee AI’s mission is to understand data and use it to solve challenging problems in the world.