ObjectAug: Object-level Data Augmentation for Semantic Image | Data Science by ODS.ai 🦜
ObjectAug: Object-level Data Augmentation for Semantic Image Segmentation
The authors suggest ObjectAug perform object-level augmentation for semantic image segmentation. This approach has the following steps: - decouple the image into individual objects and the background using the semantic labels; - augment each object separately; - restore the black area brought by object augmentation using image inpainting; - assemble the augmented objects and background;
Thanks to the fact that objects are separate, we can apply different augmentations to different categories and combine them with image-level augmentation methods.
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