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README.md

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-# Maxwell Database for Explainable Quality Evaluation for In-the-wild Videos
+# Towards Explainable In-the-Wild Video Quality Assessment
+
+Including subjective studies (Maxwell Dataset) and our objective approach (Endeavor VQA Model).
+
+## Installation
+
+TBA.
+
+## Usage
+
+TBA.
+
+
+## Maxwell Dataset for Explainable Quality Evaluation for In-the-wild Videos
+
+![Fig](figs/demo_interface.png)
+
+### Metadata
+
+`metadata_for_annotation.pkl`: The DOVER predictions (aesthetic / technical) for each video to be annotated.
+`names_for_annotation.pkl`: The name of videos to be annotated.
+
+### Videos
+
+TBA.
+
+### Labels
+
+TBA.
+
+## Endeavor Model for Explainable Quality Evaluation for In-the-wild Videos
+
+
+TBA.