# Open-Set-Recognition

**Repository Path**: jcxuhz/Open-Set-Recognition

## Basic Information

- **Project Name**: Open-Set-Recognition
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 1
- **Forks**: 1
- **Created**: 2020-12-08
- **Last Updated**: 2021-03-18

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Open Set Recognition Project

Ongoing Open Set Recognition project using PyTorch.

For any issue and question, please email [xuma@my.unt.edu](mailto:xuma@my.unt.edu)

Attention: need to be re-constrcuted due to my experimental implementations (especially my methods).

## Requirements
For different Algorithms and different datasets, the requirements varies. In general, the basic and must requirements are:
```bash
# pytorch 1.4+, torchvision 0.7.0 +
pip3 install torch torchvision
# sklearn
pip3 install -U scikit-learn
# numpy
pip3 install numpy
# scikit-learn-0.23.2
pip3 install -U sklearn
```

For OpenMax:
```bash
pip3 install libmr
```

For plotting MNIST:
```bash
pip3 install imageio
pip3 install tqdm
```


## Supporting
* __DataSet__
  * CIFAR-100 (done)
  * CIFAR-10 (todo)
  * MNIST (Done)
  * ImageNet (todo)
* __Algorithms__
  * SoftMax (done)
  * SoftMax with threshold (done)
  * [OpenMax(CVPR2016)](https://www.cv-foundation.org/openaccess/content_cvpr_2016/papers/Bendale_Towards_Open_Set_CVPR_2016_paper.pdf) (done)
  * [OLTR (CVPR2019)](https://openaccess.thecvf.com/content_CVPR_2019/papers/Liu_Large-Scale_Long-Tailed_Recognition_in_an_Open_World_CVPR_2019_paper.pdf) (done)
  * [Center Loss (ECCV2016)](https://ydwen.github.io/papers/WenECCV16.pdf) (Done)
  * More ...
* __Evaluations__
  * Accuracy
  * F1-measure
  * More ...

## Have a try
Click `go` link to the related method/dataset and have a try.

|         |  | CIFAR-100 | CIFAR-10 | MNIST | ImageNet |
|:-------:|:------:|:---------:|:--------:|:-----:|:--------:|
| OpenMax |[[ReadME]](https://github.com/13952522076/Open-Set-Recognition/tree/master/OSR/OpenMax) |[go](https://github.com/13952522076/Open-Set-Recognition/blob/master/OSR/OpenMax/cifar100.py)|          |       |          |
| OLTR    |   [[ReadME]](https://github.com/13952522076/Open-Set-Recognition/tree/master/OSR/OLTR)     |  [go](https://github.com/13952522076/Open-Set-Recognition/blob/master/OSR/OLTR/cifar100.py)         |          |       |          |
| CenterLoss |   [[ReadME]](https://github.com/13952522076/Open-Set-Recognition/tree/master/OSR/CenterLoss)     |  [go](https://github.com/13952522076/Open-Set-Recognition/blob/master/OSR/CenterLoss/cifar100.py)         |          |       |          |