# Image Inpainting models are Few-Shot Learners (Given the Right Data)

## ID #3743

## Supplementary Material

### Please extract all the folder before viewing the HTML file.

- 6-7. Dataset analysis & synthetic data description (pdf)
- 8. Comaprison of the segmentation results for different models
- 9. Segmentation results (all results for split 0 of pascal 5i)
- 10. Colorization results
- 11. Detection results
- 12. Other results
- 13. Support examples effect
- 14. Failure cases
- 15. Synthetic data results
- 16. Examples from dataset

# 8. Comaprison of the segmentation results for different models

We provide here the segmentation results for the 4 models we used in the paper: BEIT [1], VQGAN [15], MAE[20] and our MAE+VQGAN.
The in-painted area is the bottom-right square in each grid-image.

BEIT | VQGAN | MAE | MAE+VQGAN
--- | --- | --- | ---

# 9. Segmentation results (all results for split 0 of pascal 5i)

We provide here the segmentation results for our MAE+VQGAN model on the full split 0 of pascal 5i [44].
The in-painted area is the bottom-right square in each grid-image.

# 10. Colorization results

We provide here colorization results for our MAE+VQGAN model.

# 11. Detection results

We provide here the detection results for our MAE+VQGAN model, after the post-processing that was described in the paper on the in-painted bottom-right square in each grid-image.

# 12. Other results

We provide here more results of our MAE+VQGAN model. As discussed in the paper, the task is defined solely by the given support examples.
The in-painted area is the bottom-right square in each grid-image.

Please hover over the images to see the inpainting result.

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# 13. Failure cases

We provide here failure cases of our MAE+VQGAN model.
The in-painted area is the bottom-right square in each grid-image.

Please hover over the images to see the inpainting result.

Hover to reveal | Hover to reveal | Hover to reveal | Hover to reveal
Hover to reveal | Hover to reveal | Hover to reveal | Hover to reveal

# 14. Support Examples Effect

Each row includes the same query image, with different support examples.

# 15. Synthetic Data

We provide here the results of our MAE+VQGAN model on the 6 synthetic tasks we created.
The in-painted area is the bottom-right square in each grid-image.

## Color

## Size

## Shape

## Size & Shape

## Shape & Color

## Size & Color

# 16. Examples from dataset

Please click on the images to see in full size.

## Multiple Images

Bounding box | Saliency | No annotations
--- | --- | ---
Mask | Pose | Uncategorized

## Single Images

Bounding box | Architecture | No annotations | Uncategorized
--- | --- | --- | ---