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Add interview Q&A with exact pipeline answers - #1

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Add interview Q&A with exact pipeline answers#1
buwaneka-halpage wants to merge 2 commits into
mainfrom
cursor/interview-exact-answers-42a0

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@buwaneka-halpage buwaneka-halpage commented Aug 20, 2026

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Interview prep for this repo’s spot-the-difference pipeline, with exact numbers and model IDs taken from the notebooks.

INTERVIEW_QA.md covers:

  • 60-second pitch and a constants cheat sheet
  • Main technologies — PyTorch, Hugging Face OWL-ViT / Grounding DINO, timm ViT, OpenCLIP, WBF, Hungarian matching, plus experiment-only YOLO / Faster R-CNN
  • Problem/data facts (4536/1482, vocab 42, 252 OWL-ViT prompts)
  • Detection, Siamese heatmap, matching rules, set-F1 grid
  • Version comparison, failure modes, and claims not to make

Primary story is spot_the_difference_workflow_enhanced.ipynb. Other notebooks are listed only as experiments.

Open in Web Open in Cursor 

Document the enhanced spot-the-difference system using numbers
and model IDs from the notebooks so answers can be given without
rounding or overclaiming unimplemented pieces.

Co-authored-by: Buwaneka Halpage <buwaneka-halpage@users.noreply.github.com>
@buwaneka-halpage
buwaneka-halpage marked this pull request as ready for review August 20, 2026 04:50
Add the exact libraries, model IDs, and roles (PyTorch, OWL-ViT,
timm, OpenCLIP, WBF, Hungarian) so the stack can be recited without
mixing in experiment-only tools like YOLO.

Co-authored-by: Buwaneka Halpage <buwaneka-halpage@users.noreply.github.com>
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