diff --git a/cv/classification/mlp_mixer_b16_224_miil/README.md b/cv/classification/mlp_mixer_b16_224_miil/README.md
new file mode 100644
index 00000000..70e39206
--- /dev/null
+++ b/cv/classification/mlp_mixer_b16_224_miil/README.md
@@ -0,0 +1,66 @@
+## mlp_mixer_b16_224_miil
+
+### Installation
+- Install the latest version of OneFlow
+```bash
+python3 -m pip install oneflow -f https://staging.oneflow.info/branch/master/[PLATFORM]
+```
+Find more information on [install oneflow](https://github.com/Oneflow-Inc/oneflow#install-oneflow)
+
+- Install flowvision
+
+Then install the latest stable release of flowvision
+
+```bash
+pip install flowvision==0.2.1
+```
+
+- Install other requirements
+```bash
+python3 -m pip install -r requirements.txt
+```
+
+### Dataset
+#### ImageNet
+For ImageNet dataset, you can download it from http://image-net.org/. We provide the following two ways to load data:
+
+- For standard folder dataset, move validation images to labeled sub-folders. The file structure should look like:
+  ```bash
+  $ tree data
+  imagenet
+  ├── train
+  │   ├── class1
+  │   │   ├── img1.jpeg
+  │   │   ├── img2.jpeg
+  │   │   └── ...
+  │   ├── class2
+  │   │   ├── img3.jpeg
+  │   │   └── ...
+  │   └── ...
+  └── val
+      ├── class1
+      │   ├── img4.jpeg
+      │   ├── img5.jpeg
+      │   └── ...
+      ├── class2
+      │   ├── img6.jpeg
+      │   └── ...
+      └── ...
+
+
+### Training
+
+You can use bash script `train.sh` to train this model.
+
+```bash
+sh train.sh
+```
+
+### inference
+
+Bash script `infer.sh` is used to infer the trained model.
+
+```bash
+sh infer.sh
+```
+
diff --git a/cv/classification/mlp_mixer_b16_224_miil/config.py b/cv/classification/mlp_mixer_b16_224_miil/config.py
new file mode 120000
index 00000000..3721332c
--- /dev/null
+++ b/cv/classification/mlp_mixer_b16_224_miil/config.py
@@ -0,0 +1 @@
+../config.py
\ No newline at end of file
diff --git a/cv/classification/mlp_mixer_b16_224_miil/configs b/cv/classification/mlp_mixer_b16_224_miil/configs
new file mode 120000
index 00000000..271eaab3
--- /dev/null
+++ b/cv/classification/mlp_mixer_b16_224_miil/configs
@@ -0,0 +1 @@
+../configs
\ No newline at end of file
diff --git a/cv/classification/mlp_mixer_b16_224_miil/data b/cv/classification/mlp_mixer_b16_224_miil/data
new file mode 120000
index 00000000..4909e06e
--- /dev/null
+++ b/cv/classification/mlp_mixer_b16_224_miil/data
@@ -0,0 +1 @@
+../data
\ No newline at end of file
diff --git a/cv/classification/mlp_mixer_b16_224_miil/infer.sh b/cv/classification/mlp_mixer_b16_224_miil/infer.sh
new file mode 100755
index 00000000..907f8cd4
--- /dev/null
+++ b/cv/classification/mlp_mixer_b16_224_miil/infer.sh
@@ -0,0 +1,16 @@
+export PYTHONPATH=$PWD:$PYTHONPATH
+set -aux
+
+GPU_NUMS=1
+PORT=12346
+MODEL_ARCH="mlp_mixer_b16_224_miil"
+
+python3 -m oneflow.distributed.launch \
+        --nproc_per_node $GPU_NUMS \
+        --master_addr 127.0.0.1 \
+        --master_port $PORT \
+        main.py \
+        --cfg configs/default_settings.yaml \
+        --model_arch $MODEL_ARCH \
+        --throughput
+
diff --git a/cv/classification/mlp_mixer_b16_224_miil/logger.py b/cv/classification/mlp_mixer_b16_224_miil/logger.py
new file mode 120000
index 00000000..e1dc8ceb
--- /dev/null
+++ b/cv/classification/mlp_mixer_b16_224_miil/logger.py
@@ -0,0 +1 @@
+../logger.py
\ No newline at end of file
diff --git a/cv/classification/mlp_mixer_b16_224_miil/lr_scheduler.py b/cv/classification/mlp_mixer_b16_224_miil/lr_scheduler.py
new file mode 120000
index 00000000..268fb140
--- /dev/null
+++ b/cv/classification/mlp_mixer_b16_224_miil/lr_scheduler.py
@@ -0,0 +1 @@
+../lr_scheduler.py
\ No newline at end of file
diff --git a/cv/classification/mlp_mixer_b16_224_miil/main.py b/cv/classification/mlp_mixer_b16_224_miil/main.py
new file mode 120000
index 00000000..f05f7527
--- /dev/null
+++ b/cv/classification/mlp_mixer_b16_224_miil/main.py
@@ -0,0 +1 @@
+../main.py
\ No newline at end of file
diff --git a/cv/classification/mlp_mixer_b16_224_miil/optimizer.py b/cv/classification/mlp_mixer_b16_224_miil/optimizer.py
new file mode 120000
index 00000000..e5dec61d
--- /dev/null
+++ b/cv/classification/mlp_mixer_b16_224_miil/optimizer.py
@@ -0,0 +1 @@
+../optimizer.py
\ No newline at end of file
diff --git a/cv/classification/mlp_mixer_b16_224_miil/requirements.txt b/cv/classification/mlp_mixer_b16_224_miil/requirements.txt
new file mode 120000
index 00000000..dc833dd4
--- /dev/null
+++ b/cv/classification/mlp_mixer_b16_224_miil/requirements.txt
@@ -0,0 +1 @@
+../requirements.txt
\ No newline at end of file
diff --git a/cv/classification/mlp_mixer_b16_224_miil/train.sh b/cv/classification/mlp_mixer_b16_224_miil/train.sh
new file mode 100755
index 00000000..87d54eeb
--- /dev/null
+++ b/cv/classification/mlp_mixer_b16_224_miil/train.sh
@@ -0,0 +1,16 @@
+export PYTHONPATH=$PWD:$PYTHONPATH
+set -aux
+
+GPU_NUMS=8
+PORT=12346
+MODEL_ARCH="mlp_mixer_b16_224_miil"
+
+python3 -m oneflow.distributed.launch \
+        --nproc_per_node $GPU_NUMS \
+        --master_addr 127.0.0.1 \
+        --master_port $PORT \
+        main.py \
+        --cfg configs/default_settings.yaml \
+        --model_arch $MODEL_ARCH \
+        --lr 0.001
+
diff --git a/cv/classification/mlp_mixer_b16_224_miil/utils.py b/cv/classification/mlp_mixer_b16_224_miil/utils.py
new file mode 120000
index 00000000..50fbc6d8
--- /dev/null
+++ b/cv/classification/mlp_mixer_b16_224_miil/utils.py
@@ -0,0 +1 @@
+../utils.py
\ No newline at end of file