smart-exclusion-resnet18

Smart exclusion ResNet-18

Binary image classifier for LiSCA Smart exclude: predicts whether a micropattern grid cell ROI should be excluded from downstream ROI export.

Trained on user-preference exclusions (edge-clipped sites filtered out). Labels:

Preprocessing

Matches export_meta.json:

• Crop cell ROI, min–max normalize to uint8
• Resize to 224×224
• Grayscale → RGB
• ImageNet mean/std normalization

Usage (transformers.js)

import { pipeline } from "@huggingface/transformers";

const classifier = await pipeline(
  "image-classification",
  "keejkrej/smart-exclusion-resnet18",
);
const outputs = await classifier(image);
// exclude when P(label=exclude) >= 0.5

Refresh from training

cp /path/to/runs/<timestamp>/model.onnx ./onnx/model.onnx
cp /path/to/runs/<timestamp>/export_meta.json ./export_meta.json