Pirates are evil? The Marines are righteous? These terms have always changed throughout the course of history! Kids who have never seen peace and kids who have never seen war have different values! Those who stand at the top determine what's wrong and what's right! This very place is neutral ground! Justice will prevail, you say? But of course it will! Whoever wins this war becomes justice! - Donquixote Doflamingo • Pirates are evil? The Marines are righteous? These terms have always changed throughout the course of history! Kids who have never seen peace and kids who have never seen war have different values! Those who stand at the top determine what's wrong

This will go through the objects, in pseudo-chronological order

Image Analysis

Zero-shot Learning

Pre-trained Models

CLIP (Contrastive Language-Image Pre-Training) by OpenAI

DINO (self-Distillation with NO labels) by Meta AI

Active Learning

Transfer Learning

Identification

Segmentation

characterization (All as Time-series Features)

opacity (Inside and outside the well)
Circularity
Compactness

Speed of formation

Size

Smoothness

Amalgamation (of characteristics)

Classification

2d colour function showing the pixel intensity

3D function with pixel intensity (Diffusion coeffecient of the gel) identify this is a bead

If the mask is not centered in the second largest well disqualified If the mask is too large, it’s likely just picking up the well.

In the future it would be interesting to mask

Failure modes

  • No bead
    • Failure in instrumentation

As a starting point:

  • extracting mass statistics
  • area of the mass
  • pixel intensity
  • What is the distribution of the summary stats
  • Look at the far out ones and determine why they are like that

2025 02 28

  • Graph helps pull out finer details from the image
  • Eccentricity
  • majour axis
  • dot product between vector represetnation
  • summary statics
  • Deploy on hugging face
  • Crop
  • Focus on the more translucent beads
    • Really fuocus!
    • increase pixel intesnity

Real-time Classification

Parallel Processing and GPU Acceleration

Dynamically

Distillation