Code for the paper Simplicity in Complexity https://arxiv.org/abs/2403.03134 published at the Cogsci conference 2024.
The following script reproduces results from the paper:
/analysis/main.ipynb: comparison of our model against baselines.
/analysis/histograms.ipynb: visualizing the predictions of our models.
/analysis/fail_examples.ipynb: example outputs and failure cases for our model.
/analysis/fail_quantify.ipynb: quantifying the failure mode on the VISC and Savoias Interior Design imagesets.
The /baselines folder contains instructions for running the baseline models reported in Table 1.
The /sam and /fcclip folders contain instructions for running SAM and FC-CLIP respectively.