Update README.md

README.md

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 This repo contains the pretrained checkpoints for Ctrl-Adapter
 
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+<img width="800" src="assets/teaser.gif"/>
+<br>
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+CTRL-Adapter is an efficient and versatile framework for adding diverse
+spatial controls to any image or video diffusion model. It supports a variety of useful
+applications, including video control, video control with multiple conditions, video control with
+sparse frame conditions, image control, zero-shot transfer to unseen conditions, and video editing.
+
 See also: https://github.com/HL-hanlin/Ctrl-Adapter
 
-We'll update more checkpoints soon. Stay tuned!
+
+# Description of Model Checkpoints
+
+Ctrl-Adapter/i2vgenxl_depth/diffusion_pytorch_model.safetensors
+
+- The Ctrl-Adapter checkpoint trained on I2VGen-XL for video generation that uses depth map as control condition.
+
+
+More checkpoints trained on Hotshot-XL, Stable Video Diffusion, and SDXL will be updated soon.