Add release note for v1.1.0

README.md

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+---
+library_name: pytorch
+---
+![deeplab_logo](resource/Deeplabv3plus.png)
+
+DeepLabV3+ extends atrous convolution–based semantic segmentation with an encoder–decoder structure that refines object boundaries while preserving rich contextual information.
+
+Original paper: [Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation (DeepLabV3+)](https://arxiv.org/abs/1802.02611)
+
+# DeepLabV3Plus-ResNet50
+
+This model uses DeepLabV3+ with a ResNet-50 backbone, combining multi-scale context aggregation from atrous spatial pyramid pooling (ASPP) with a lightweight decoder for sharper segmentation outputs. It is well suited for semantic segmentation tasks in applications such as autonomous driving, robotics, and scene understanding, where accuracy and robustness are critical.
+
+Model Configuration:
+
+- Reference implementation: [DeepLabV3Plus_ResNet50_v1](https://github.com/VainF/DeepLabV3Plus-Pytorch)
+- Original Weight: [DeepLabV3Plus_ResNet50_Weights.Pascal_VOC2012_Aug](https://www.dropbox.com/scl/fi/c9rjpskx4clzfupkhn5cr/best_deeplabv3plus_resnet50_voc_os16.pth?rlkey=h066ot2cbg27qqou21ynow5nb&e=1&dl=0%2Fbest_deeplabv3plus_resnet50_voc_os16.pth)
+- Resolution: 3x513x513
+- Support Cooper version:
+    - Cooper SDK: [2.5.2]
+    - Cooper Foundry: [2.2]
+
+|         Model         | Device |                                                       Model Link                                                       |
+| :----------------------: | :------: | :----------------------------------------------------------------------------------------------------------------------: |
+| DeepLabV3Plus-ResNet50 | N1-655 | [Model_Link](https://huggingface.co/Ambarella/DeepLabV3Plus/blob/main/n1-655_deeplab_v3plus_resnet50.bin) |
+| DeepLabV3Plus-ResNet50 |  CV72  |  [Model_Link](https://huggingface.co/Ambarella/DeepLabV3Plus/blob/main/cv72_deeplab_v3plus_resnet50.bin)  |
+| DeepLabV3Plus-ResNet50 |  CV75  |  [Model_Link](https://huggingface.co/Ambarella/DeepLabV3Plus/blob/main/cv75_deeplab_v3plus_resnet50.bin)  |