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+# Preparing Jester
+
+## Introduction
+
+<!-- [DATASET] -->
+
+```BibTeX
+@InProceedings{Materzynska_2019_ICCV,
+  author = {Materzynska, Joanna and Berger, Guillaume and Bax, Ingo and Memisevic, Roland},
+  title = {The Jester Dataset: A Large-Scale Video Dataset of Human Gestures},
+  booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
+  month = {Oct},
+  year = {2019}
+}
+```
+
+For basic dataset information, you can refer to the dataset [website](https://20bn.com/datasets/jester/v1).
+Before we start, please make sure that the directory is located at `$MMACTION2/tools/data/jester/`.
+
+## Step 1. Prepare Annotations
+
+First of all, you have to sign in and download annotations to `$MMACTION2/data/jester/annotations` on the official [website](https://20bn.com/datasets/jester/v1).
+
+## Step 2. Prepare RGB Frames
+
+Since the [jester website](https://20bn.com/datasets/jester/v1) doesn't provide the original video data and only extracted RGB frames are available, you have to directly download RGB frames from [jester website](https://20bn.com/datasets/jester/v1).
+
+You can download all RGB frame parts on [jester website](https://20bn.com/datasets/jester/v1) to `$MMACTION2/data/jester/` and use the following command to extract.
+
+```shell
+cd $MMACTION2/data/jester/
+cat 20bn-jester-v1-?? | tar zx
+cd $MMACTION2/tools/data/jester/
+```
+
+For users who only want to use RGB frames, you can skip to step 5 to generate file lists in the format of rawframes. Since the prefix of official JPGs is "%05d.jpg" (e.g., "00001.jpg"),
+we add `"filename_tmpl='{:05}.jpg'"` to the dict of `data.train`, `data.val` and `data.test` in the config files related with jester like this:
+
+```
+data = dict(
+    videos_per_gpu=16,
+    workers_per_gpu=2,
+    train=dict(
+        type=dataset_type,
+        ann_file=ann_file_train,
+        data_prefix=data_root,
+        filename_tmpl='{:05}.jpg',
+        pipeline=train_pipeline),
+    val=dict(
+        type=dataset_type,
+        ann_file=ann_file_val,
+        data_prefix=data_root_val,
+        filename_tmpl='{:05}.jpg',
+        pipeline=val_pipeline),
+    test=dict(
+        type=dataset_type,
+        ann_file=ann_file_test,
+        data_prefix=data_root_val,
+        filename_tmpl='{:05}.jpg',
+        pipeline=test_pipeline))
+```
+
+## Step 3. Extract Flow
+
+This part is **optional** if you only want to use RGB frames.
+
+Before extracting, please refer to [install.md](/docs/install.md) for installing [denseflow](https://github.com/open-mmlab/denseflow).
+
+If you have plenty of SSD space, then we recommend extracting frames there for better I/O performance.
+
+You can run the following script to soft link SSD.
+
+```shell
+# execute these two line (Assume the SSD is mounted at "/mnt/SSD/")
+mkdir /mnt/SSD/jester_extracted/
+ln -s /mnt/SSD/jester_extracted/ ../../../data/jester/rawframes
+```
+
+Then, you can run the following script to extract optical flow based on RGB frames.
+
+```shell
+cd $MMACTION2/tools/data/jester/
+bash extract_flow.sh
+```
+
+## Step 4. Encode Videos
+
+This part is **optional** if you only want to use RGB frames.
+
+You can run the following script to encode videos.
+
+```shell
+cd $MMACTION2/tools/data/jester/
+bash encode_videos.sh
+```
+
+## Step 5. Generate File List
+
+You can run the follow script to generate file list in the format of rawframes and videos.
+
+```shell
+cd $MMACTION2/tools/data/jester/
+bash generate_{rawframes, videos}_filelist.sh
+```
+
+## Step 5. Check Directory Structure
+
+After the whole data process for Jester preparation,
+you will get the rawframes (RGB + Flow), and annotation files for Jester.
+
+In the context of the whole project (for Jester only), the folder structure will look like:
+
+```
+mmaction2
+├── mmaction
+├── tools
+├── configs
+├── data
+│   ├── jester
+│   │   ├── jester_{train,val}_list_rawframes.txt
+│   │   ├── jester_{train,val}_list_videos.txt
+│   │   ├── annotations
+│   |   ├── videos
+│   |   |   ├── 1.mp4
+│   |   |   ├── 2.mp4
+│   |   |   ├──...
+│   |   ├── rawframes
+│   |   |   ├── 1
+│   |   |   |   ├── 00001.jpg
+│   |   |   |   ├── 00002.jpg
+│   |   |   |   ├── ...
+│   |   |   |   ├── flow_x_00001.jpg
+│   |   |   |   ├── flow_x_00002.jpg
+│   |   |   |   ├── ...
+│   |   |   |   ├── flow_y_00001.jpg
+│   |   |   |   ├── flow_y_00002.jpg
+│   |   |   |   ├── ...
+│   |   |   ├── 2
+│   |   |   ├── ...
+
+```
+
+For training and evaluating on Jester, please refer to [getting_started.md](/docs/getting_started.md).