add instructions for sensereid

DATASETS.md

@@ -10,6 +10,8 @@ If you wanna store datasets in another directory, you need to specify `--root pa
 
 Please do not call image dataset when running video reid scripts, otherwise error would occur, and vice versa.
 
+### Image ReID
+
 **Market1501** [7]:
 1. Download dataset to `data/` from http://www.liangzheng.org/Project/project_reid.html.
 2. Extract dataset and rename to `market1501`. The data structure would look like:
@@ -93,6 +95,20 @@ prid450s/
 ```
 
 
+**SenseReID** [32]:
+1. Create `sensereid/` under `data/` or your custom data dir.
+2. Download dataset from this [link](https://drive.google.com/file/d/0B56OfSrVI8hubVJLTzkwV2VaOWM/view) and extract to `sensereid/`. The final folder structure should look like
+```
+sensereid/
+    SenseReID/
+        test_probe/
+        test_gallery/
+```
+3. The command for using SenseReID is `-d sensereid`. Note that SenseReID is for test purpose only so training images are unavailable. Please use `--evaluate` along with `-d sensereid`.
+
+
+### Video ReID
+
 **MARS** [8]:
 1. Create a directory named `mars/` under `data/`.
 2. Download dataset to `data/mars/` from http://www.liangzheng.com.cn/Project/project_mars.html.

README.md

@@ -27,6 +27,7 @@ Image reid datasets:
 - GRID [29]
 - CUHK01 [30]
 - PRID450S [31]
+- SenseReID [32]
 
 Video reid datasets:
 - MARS [8]
@@ -141,4 +142,5 @@ Aggregated Residual Transformations for Deep Neural Networks. CVPR 2017.](https:
 [28] [Gray et al. Evaluating appearance models for recognition, reacquisition, and tracking. PETS 2007.](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.331.7285&rep=rep1&type=pdf) <br />
 [29] [Loy et al. Multi-camera activity correlation analysis. CVPR 2009.](https://ieeexplore.ieee.org/document/5206827/) <br />
 [30] [Li et al. Human Reidentification with Transferred Metric Learning. ACCV 2012.](http://www.ee.cuhk.edu.hk/~xgwang/papers/liZWaccv12.pdf) <br />
-[31] [Roth et al. Mahalanobis Distance Learning for Person Re-Identification. PR 2014.](https://pdfs.semanticscholar.org/f62d/71e701c9fd021610e2076b5e0f5b2c7c86ca.pdf) <br />
+[31] [Roth et al. Mahalanobis Distance Learning for Person Re-Identification. PR 2014.](https://pdfs.semanticscholar.org/f62d/71e701c9fd021610e2076b5e0f5b2c7c86ca.pdf) <br />
+[32] [Zhao et al. Spindle Net: Person Re-identification with Human Body Region Guided Feature Decomposition and Fusion. CVPR 2017.](http://openaccess.thecvf.com/content_cvpr_2017/papers/Zhao_Spindle_Net_Person_CVPR_2017_paper.pdf) <br />