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README.md

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 # VioletV2
 ### Techincal report coming soon!
 
-Spoilers: The model is similar to the original [paper](https://arxiv.org/abs/2311.08844) but replaces the cumbersome detection network with a CLIP vision encoder (which can be trained end-to-end without relying on an external model), and utilizes adapters  and utilizies adapters on the decoder side
+Spoilers: The model is similar to the original [paper](https://arxiv.org/abs/2311.08844) but replaces the cumbersome detection network with a CLIP vision encoder (which can be trained end-to-end without relying on an external model), and utilizes adapters on the decoder side
 ## Data
 Coco Images HDF5 file: [Download](https://mbzuaiac-my.sharepoint.com/:u:/g/personal/abdelrahman_mohamed_mbzuai_ac_ae/EZUDaVbRzGFJuYbYnU_jZ0YBnjZgPSuG32Z6wlLeCT22iQ?e=fI1rG0)