Update README.md

README.md

@@ -35,6 +35,13 @@ Overview of the proposed approach. *Left* given a video, we identify the cleanes
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 ## Dataset
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+<p align='center'>
+  <img src="assets/dataset_thumbnail.jpg" width="25%" alt="Dataset frame example">
+  <img src="assets/dataset_thumbnail_2.jpg" width="25%" alt="Dataset frame example">
+  <img src="assets/dataset_thumbnail_3.jpg" width="25%" alt="Dataset frame example">
+</p>
+
 We release a dataset of videos synthetically degraded with Adobe After Effects to exhibit artifacts resembling those of real-world analog videotapes. The original high-quality videos belong to the Venice scene of the Harmonic dataset. The artifacts taken into account are: 1) tape mistracking; 2) VHS edge waving; 3) chroma loss along the scanlines; 4) tape noise; 5) undersaturation. The dataset comprises a total of 26,392 frames corresponding to 40 clips. The clips are randomly divided into training and test sets with a 75%-25% ratio.
 
 The dataset can be downloaded [here](https://drive.google.com/drive/folders/1NjTiXOSf8_FVofvGFBGFwndomjTsThF-?usp=sharing). We release both the ```mp4``` videos and the [LMDB](https://lmdb.readthedocs.io/en/release/) files associated with each split.