Add release note for v1.1.0

README.md

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+---
+library_name: pytorch
+---
+
+![owlvit_logo](resource/OWLViT.png)
+
+OWL-ViT extends CLIP-based vision–language models to perform open-vocabulary object detection by aligning image regions with textual descriptions, enabling zero-shot detection without task-specific training.
+
+Original paper: [Simple Open-Vocabulary Object Detection with Vision Transformers](https://arxiv.org/abs/2205.06230)
+
+# OWLv1 CLIP ViT-B/32
+
+This model uses the OWL-ViT v1 with a CLIP ViT-B/32 Transformer architecture as an image encoder and a masked self-attention Transformer as a text encoder, leveraging the vision–language alignment of CLIP to detect objects specified by arbitrary text queries. It is well suited for applications such as open-vocabulary detection, image search, and real-time visual understanding across diverse domains.
+
+Model Configuration:
+- Reference implementation: [OWLv1 CLIP ViT-B/32](https://github.com/google-research/scenic/tree/main/scenic/projects/owl_vit)
+- Original Weight: [owlvit-base-patch32](https://huggingface.co/google/owlvit-base-patch32/blob/main/pytorch_model.bin)
+- Resolution: 3x768x768
+- Support Cooper version:
+    - Cooper SDK: [2.5.2]
+    - Cooper Foundry: [2.2]
+
+| Model | Device | Model Link |
+| :-----: | :-----: | :-----: |
+| OWLv1 CLIP ViT-B/32 Image Encoder| N1-655 | [Model_Link](https://huggingface.co/Ambarella/OWLViT/blob/main/n1-655_owlvit_v1_base_patch32_image_encoder.bin) |
+| OWLv1 CLIP ViT-B/32 Text Encoder| N1-655 | [Model_Link](https://huggingface.co/Ambarella/OWLViT/blob/main/n1-655_owlvit_v1_base_patch32_text_encoder.bin) |
+| OWLv1 CLIP ViT-B/32 Predictor| N1-655 | [Model_Link](https://huggingface.co/Ambarella/OWLViT/blob/main/n1-655_owlvit_v1_base_patch32_predictor.bin) |
+| OWLv1 CLIP ViT-B/32 Image Encoder| CV72 | [Model_Link](https://huggingface.co/Ambarella/OWLViT/blob/main/cv72_owlvit_v1_base_patch32_image_encoder.bin) |
+| OWLv1 CLIP ViT-B/32 Text Encoder| CV72 | [Model_Link](https://huggingface.co/Ambarella/OWLViT/blob/main/cv72_owlvit_v1_base_patch32_text_encoder.bin) |
+| OWLv1 CLIP ViT-B/32 Predictor| CV72 | [Model_Link](https://huggingface.co/Ambarella/OWLViT/blob/main/cv72_owlvit_v1_base_patch32_predictor.bin) |
+| OWLv1 CLIP ViT-B/32 Image Encoder| CV75 | [Model_Link](https://huggingface.co/Ambarella/OWLViT/blob/main/cv75_owlvit_v1_base_patch32_image_encoder.bin) |
+| OWLv1 CLIP ViT-B/32 Text Encoder| CV75 | [Model_Link](https://huggingface.co/Ambarella/OWLViT/blob/main/cv75_owlvit_v1_base_patch32_text_encoder.bin) |
+| OWLv1 CLIP ViT-B/32 Predictor| CV75 | [Model_Link](https://huggingface.co/Ambarella/OWLViT/blob/main/cv75_owlvit_v1_base_patch32_predictor.bin) |