Update README.md

README.md

@@ -4,24 +4,34 @@ datasets:
 - ILSVRC/imagenet-1k
 pipeline_tag: image-classification
 ---
-Intro:
-------
-This repository stores the model for Resnet50v1.5 to be compatible with the Kalray's neural network package.
-Please see www.github.com/kalray/kann-models-zoo for details and proper usage.
+# Intro:
+
+This repository stores the model for Resnet50v1.5 to be compatible with the Kalray's neural network API. </br>
+Please see www.github.com/kalray/kann-models-zoo for details and proper usage. </br>
+Please see https://huggingface.co/docs/transformers/main/en/model_doc/resnet for Resnet model description. </br>
+
+# Contents:
 
-Contents:
---------
 - ONNX:   resnet50v1.5.onnx
 - TFLite: resnet50v1.5.tflite
 
-Lecture note reference:
------------------------
+# Lecture note reference:
+
 Deep Residual Learning for Image Recognition, https://arxiv.org/pdf/1512.03385.pdf
 
-Repository or links reference:
-------------------------------
+# Repository or links references:
+
 https://pytorch.org/vision/main/models/generated/torchvision.models.resnet50.html#torchvision.models.resnet50
 
-Author:
--------
-qmuller@kalrayinc.com
+BibTeX entry and citation info
+```
+@inproceedings{he2016deep,
+  title={Deep residual learning for image recognition},
+  author={He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun, Jian},
+  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
+  pages={770--778},
+  year={2016}
+}
+```
+
+Author: qmuller@kalrayinc.com