LDLForests

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Label Distribution Learning Forest

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# Label Distribution Learning Forest
## Publication
Code accompanying the paper **Label Distribution Learning Forest**. [[**arXiv**]](https://arxiv.org/abs/1702.06086)  [[**ProjectPage**]](http://kaiz.xyz/ldlf)

**If you use our code, please consider citing following paper**:

```latex
@inproceedings{shen2017label,
  title={Label Distribution Learning Forests},
  author={Shen, Wei and Zhao, Kai and Guo, Yilu and Yuille, Alan},
  booktitle={Advances in neural information processing systems},
  year={2017}
}
```

## How to use
### Clone source and build
```bash
git clone https://github.com/zeakey/LDLForest --recursive
cd LDLForest/caffe-ldl
cp Makefile.config.example Makefile.config
make -j$(nproc) && make pycaffe && cd ..
```

*Please customize your own Makefile.config before `make`*.

### Try out LDL toy data:

1. Download LDL datasets:

`bash data/ldl/get_ldl.sh`

2. Try out LDL example:

`python experiments/ldl/run.py`

### Facial age estimation:
1. Download the Morph dataset

2. Make LMDB database for Morph:

`python tools/morph2lmdb.py --data /path/to/Morph`

3. Start to train:

`python experiments/alexnet/run.py`

A [live demo](https://github.com/zeakey/LDLForest/blob/master/demo.ipynb).

**Visit the [project page](http://kaiz.xyz/ldlf) for pretrained models and more detailed information.**

LDLForests

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