update

5 files changed, 6 insertions, 5 deletions

diff --git a/Data/avenue.sh b/Data/avenue.sh
index 4902d2c..b206960 100644
--- a/Data/avenue.sh
+++ b/Data/avenue.sh
@@ -2,7 +2,7 @@
 
 echo "Downloading CUHK-Avenue dataset....."
 
-wget "https://ofhz9a.bn.files.1drv.com/y4mS8bbrfeD7Urmn0OWASYUcfrVLCTgcCwEBsTShdkWrrbfXTGLbKKMrT6KR94Nr9-DaFv1DBftJKqCzlCzG5phbgAPOy9V84BDtgzFceJpt0xwZstgPw_pZQR_E8jwmiw9QwhjMronyh2Yiy84huUbPEtFL6wt0TaN9KPQedwAMWaipj4w4di42BHwos5ESM5HZcim3Ng4xz5SPyN3btgrzg/avenue.tar.gz"
+wget "https://ofhz9a.bn.files.1drv.com/y4mFu9sFG5p90urg6SmkVLwfpZjwIAfa32TinJLVv-11ygKXKXlDyA96nHpXWTsxT52m8RxlR5kFp03uU-_AmepLnmcLW4trLTu9IJejBuVahvNlbTbD7fA4fvq1fzdDL9s83uOX5JFKwN8P2e3X7TjNbQbKl0_HNU5FzIQy4QM31t-WDBMz29pfH2Ens5jXP0-bYDBVxUdNQnSSX5T9Dk_ew/avenue.tar.gz"
 tar -xvf avenue.tar.gz
 rm avenue.tar.gz
 
diff --git a/Data/ped1.sh b/Data/ped1.sh
index 69605a2..30d2b87 100644
--- a/Data/ped1.sh
+++ b/Data/ped1.sh
@@ -2,7 +2,7 @@
 
 echo "Downloading UCSD-Ped1 dataset....."
 
-wget "https://ofhz9a.bn.files.1drv.com/y4m5ZrdN62Hy303ATx2p6Cogia4Ewpwnye8HgJ7qgWdFJ6gaNKGErugal2lfpdr2h65rjArbhrID9mxfSIf2WfXvh9AJf40xwcEWxEAuTp_-gSkfyLAt4Ef7xkJko4InRzUJz-3bdvV77dmBuYSl9LljLyP6908E4EyvPEkMI3pHrNP5QmiJSsHN6jFwtOHpZuUG8UeJGpqb-TwKjNxFrEpjQ/ped1.tar.gz"
+wget "https://ofhz9a.bn.files.1drv.com/y4mYp-s_RSs8flFeaThqT-Zwa_mSIgALD0g5M_ioQF20lFFnLYjYD8aaPR7pqVav4U_xxvRxMERy4Z0o_Fw0T8ysEHGwmaKuz135ajAwofSunZZpNV4e2E_IHW3mXwEy8-NMK7OF9U-Ntm1Pe9bxG-OH9acwL9Qg7EMa4vx-yGF_JRU3pTg-BPkIpuQaV8jhyAldwniIn-F1dGbiTLw08RZPg/ped1.tar.gz"
 tar -xvf ped1.tar.gz
 rm ped1.tar.gz
 
diff --git a/Data/ped2.sh b/Data/ped2.sh
index a88bf2d..23d9991 100644
--- a/Data/ped2.sh
+++ b/Data/ped2.sh
@@ -2,7 +2,7 @@
 
 echo "Downloading UCSD-Ped2 dataset....."
 
-wget "https://ofhz9a.bn.files.1drv.com/y4mnifbgr-4ZbLb7e0dvvIoiaKFz5BdUTKRegB_vYHMYDO-BIDM0PYjIQupSNbSLFVjaZGfY9VPKS2ID5BooAqnlM5W4cmnrzsnflicxYq1H5Ne__ko4dNvrvijr4dXwJNzA0wBRN9evE0bUkct-u5VfY6pvcWtPNIPUm2NgeXpC9XFmWKG7oXL7b1-H11-C1hyho2BmWXpMqPDwo6cFqtZKA/ped2.tar.gz"
+wget "https://ofhz9a.bn.files.1drv.com/y4mtXuyxi4Pb4MMZvlhLAJG34RmxFnpbCNPe9a9RK-Vl9QOlBWv3AEhXvGJVFb0RDFD_IOndEUNgRdlgTB5bGnJAVKEkYnm2CLSwCBD0WyB8UCzc-rHKg6XO6hQcggNTu4S1PhvYKeMuqHPlwKoa5tK8FxJbYWdP4ZGjeWTWeKS2z0qIlACqGYnq5K-VqUk5R5PcnqiTZaXQaBgKvteBjDXjA/ped2.tar.gz"
 tar -xvf ped2.tar.gz
 rm ped2.tar.gz
 
diff --git a/Data/shanghaitech.sh b/Data/shanghaitech.sh
index 8cc7ac7..669f6a0 100644
--- a/Data/shanghaitech.sh
+++ b/Data/shanghaitech.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 echo "download ShanghaiTech-Campus dataset....."
 
-wget "https://ofhz9a.bn.files.1drv.com/y4mavKKJgKjjUPr3CnqA6u-xYxU3DIwYPAhAVv5UhQpf82uT31Ueljk3qxkPlcwlCuc0oSLhb5RfDN_vJKv3qvyOAoKP1NFNq3A6xiAtcYR0F2Xm2AXxWEabD-yPR49bwHMGWKPKItSiw_bPhvrretOmPf9QqxEoc7TqrN0A8ZGHwl5ASdtT2n2e3TwZyMIRQfSCQ0yfDZKfml7WM2so9G6Nw/shanghaitech.tar.gz"
+wget "https://ofhz9a.bn.files.1drv.com/y4mb9ehfPcEc2QJOWHHdhumdqt5jxTobXbtJQY6Q-5HWfoTWSSpDdFEN7Mkx861al_K9Tt3zQdzEIS7i3gRUVi0lfOsKrLaKV2sV6qHaTKmWPMUvOfMhMh2lScycBEmp4NasUkKJR2eftgbZ5XzHui03_LVL875RK1Z5sTtPADPD2TuPwHG8_hGhtfQOtJUWbqMvh0XmGZq-qYP9YIQKbe9Lw/shanghaitech.tar.gz"
 tar -xvf shanghaitech.tar.gz
 rm shanghaitech.tar.gz
 
diff --git a/README.md b/README.md
index 1b9d17d..33fc36b 100644
--- a/README.md
+++ b/README.md
@@ -36,7 +36,7 @@ cd Data
 ```
 
 ## 3. Testing on saved models
-* Download the trained models
+* Download the trained models (it contains the pretrained FlowNet and the trained models of papers, such as ped1, ped2 and avenue).
 ```shell
 cd checkpoints
 ./download_pretrains.sh
@@ -58,6 +58,7 @@ python inference.py  --dataset  avenue    \
 
 
 ## 4. Training from scratch (here we use ped2 and avenue datasets for examples)
+* Download the pretrained FlowNet at first and see above mentioned step 3.1 
 * Set hyper-parameters
 The default hyper-parameters, such as $\lambda_{init}$, $\lambda_{gd}$, $\lambda_{op}$, $\lambda_{adv}$ and the learning rate of G, as well as D, are all initialized in **training_hyper_params/hyper_params.ini**. 
 * Running script (as ped2 or avenue for instances) and cd into **Codes** folder at first.