PhotoGuider
Composition-Aware Cropping and 360° View Framing with Explainable Photographic Assessments
Photograph
Examples
Options
Result
Assessments
The four assessments appear here.
Note that 0-100 is a percentile against human-preferred crops from the training images: how strongly each token argued for (high) or against (low) the chosen crop in the ranker's decision.
Explanation
The written explanation appears here.
Panorama
Equirectangular, 2:1. This Space shows the user-study result of any of the 100 Poly Haven panoramas from our user study (CC0, 900 MB).
Examples
Options
Chosen view on the panorama
Final frame
Assessments
The four assessments appear here.
Note that 0-100 is a percentile against human-preferred crops from the training images: how strongly each token argued for (high) or against (low) the chosen crop in the ranker's decision.
Explanation
The written explanation appears here.
This Space runs PhotoGuider adapted to Hugging Face ZeroGPU: one environment, fast mode only, the explainer in bf16. Its results are close to, but not identical with, the paper. 360° results are the precomputed user-study runs. Full mode and new panoramas: GitHub.