MERA_Image_Classification

KO | EN

gitlite — search

#javascript #python #hacktoberfest #react #ai #typescript #llm #go #golang #android #machine-learning #rust #deep-learning #linux

MERA_Image_Classification

(★ 16)

MERA tensor network for tiny object image classification

MERA_Image_Classification 최신버젼 다운로드

최종 버전 다운로드 (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# MERA_Image_Classification
## Code Contributor: Fanjie Kong
#### Finished Work:
1. Implemented 2D MERA model using PyTorch and TensorFlow. TensorFlow version is more time-efficient.
2. Tested our 2D MERA model on MNIST, NeedleMNIST(64x64, 128x128) and LIDC dataset.

|           	| MNIST 	| NeedleMNIST(64x64) 	| NeedleMNIST(128x128) 	| LIDC  	|
|-----------	|-------	|--------------------	|----------------------	|-------	|
| CNN       	| 0.983 	| 0.760              	| 0.739                	| 0.780 	|
| Tensor-NN 	| 0.985 	| 0.740              	| 0.727                	| 0.860 	|
| 2D MERA   	| 0.903 	| 0.784              	| 0.714                	| 0.760 	|

3. Summarized our work into a paper submitted to QTNML 2020

#### Description:
##### PyTorch codes:
* Basic Pytorch dependency
* Tested on Pytorch 1.3, Python 3.6 
* Unzip the data and point the path to --data_path
* How to run tests: python train.py --data_path data_location
##### TensorFlow code:
* TensorFlow 2.1.0 and TensorNetwork
* Experiments are performed on Jupyter Notebook MERA_MNIST.ipynb

##### Thanks to the following repositories: 
- https://github.com/raghavian/loTeNet_pytorch

MERA_Image_Classification

MERA_Image_Classification 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

MERA_Image_Classification

MERA_Image_Classification 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Download README