diff --git a/.gitignore b/.gitignore
index bc30919..074abba 100644
--- a/.gitignore
+++ b/.gitignore
@@ -12,7 +12,7 @@ inference_test_output
 *.diff
 *.jpg
 !/projects/DensePose/doc/images/*.jpg
-
+!/JEDE.jpg
 # compilation and distribution
 __pycache__
 _ext
diff --git a/JEDE.jpg b/JEDE.jpg
new file mode 100644
index 0000000..31a23a1
Binary files /dev/null and b/JEDE.jpg differ
diff --git a/README.md b/README.md
index c45e238..e0114f3 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,11 @@
-# Pose-guided R-CNN
+# JEDE: Universal Jersey Number Detector for Sports
+
+This codebase contains code for the paper "[JEDE: Universal Jersey Number Detector for Sports](https://hengyueliu.com/assets/files/JEDE_Universal_Jersey_Number_Detector_for_Sports.pdf)" published on IEEE TCSVT, 2022.
+
+<p align="center">
+<img src="JEDE.jpg" width=95% height=95% 
+class="center">
+</p>
 
 ## Installation
 
@@ -30,11 +37,17 @@ python -m pip install -e detectron2
 
 See [installation instructions](https://detectron2.readthedocs.io/tutorials/install.html) for more details on installing detectron2.
 
+## Weights
+
+The weights trained with all images across soccer and basketball videos can be found in the release.
+
 
 ## Dataset Preparation
 
 ### Prepare Jersey Number
 
+Currently, the dataset is not released due to policies. But, it will be released in the future.
+
 ```
 mkdir datasets/jnw
 ln -s datasets/jnw detectron2/datasets/jnw
@@ -59,4 +72,20 @@ wget http://ufldl.stanford.edu/housenumbers/train.tar.gz
 mkdir svhn
 tar -xvzf train.tar.gz -C svhn
 rm train.tar.gz
+```
+
+## Citations
+
+If you find our work helpful, please cite:
+```bibtex
+@article{liu2022jede,
+  title={JEDE: Universal Jersey Number Detector for Sports},
+  author={Liu, Hengyue and Bhanu, Bir},
+  journal={IEEE Transactions on Circuits and Systems for Video Technology},
+  volume={32},
+  number={11},
+  pages={7894--7909},
+  year={2022},
+  publisher={IEEE}
+}
 ```
\ No newline at end of file
diff --git a/experiments/jede_R_50_FPN_baseline.sh b/experiments/jede_R_50_FPN_baseline.sh
index 5b4b4aa..12c5c42 100644
--- a/experiments/jede_R_50_FPN_baseline.sh
+++ b/experiments/jede_R_50_FPN_baseline.sh
@@ -94,14 +94,14 @@ python train_net.py \
         INPUT.MIN_SIZE_TEST 960 \
         OUTPUT_DIR "./output/jede_R_50_FPN_baseline/test_4"
 
-#python train_net.py \
-#        --num-gpus 2 \
-#        --resume \
-#        --eval-only \
-#        --config-file configs/pg_rcnn/digit_twochannels/test_0_parallel_gn.yaml \
-#        DATASETS.TRAIN_VIDEO_IDS [4] \
-#        DATASETS.TEST_VIDEO_IDS [0,1,2,3] \
-#        INPUT.AUG.COPY_PASTE_MIX 0 \
-#        OUTPUT_DIR "./output/jede_R_50_FPN_baseline/test_5" \
-#        INPUT.MAX_SIZE_TEST 400 \
-#        INPUT.MIN_SIZE_TEST 240
\ No newline at end of file
+python train_net.py \
+        --num-gpus 2 \
+        --resume \
+        --eval-only \
+        --config-file configs/pg_rcnn/digit_twochannels/test_0_parallel_gn.yaml \
+        DATASETS.TRAIN_VIDEO_IDS [4] \
+        DATASETS.TEST_VIDEO_IDS [0,1,2,3] \
+        INPUT.AUG.COPY_PASTE_MIX 0 \
+        OUTPUT_DIR "./output/jede_R_50_FPN_baseline/test_5" \
+        INPUT.MAX_SIZE_TEST 400 \
+        INPUT.MIN_SIZE_TEST 240
\ No newline at end of file
diff --git a/experiments/jede_R_50_FPN_best.sh b/experiments/jede_R_50_FPN_best.sh
index 23441d5..a348b01 100644
--- a/experiments/jede_R_50_FPN_best.sh
+++ b/experiments/jede_R_50_FPN_best.sh
@@ -76,3 +76,39 @@ python train_net.py \
         DATASETS.TEST_VIDEO_IDS [0,1,2,3] \
         INPUT.AUG.COPY_PASTE_MIX 0 \
         OUTPUT_DIR "./output/jede_R_50_FPN_best/test_5"
+
+# eval
+python train_net.py \
+        --num-gpus 2 \
+        --resume \
+        --eval-only \
+        --config-file configs/pg_rcnn/digit_twochannels/test_0_parallel_gn_pe_pretrain_copypastemix_swapdigit_less_anchors_unfreeze_b8.yaml \
+        MODEL.ROI_NECK_BASE_BRANCHES.PERSON_BRANCH.UP_SCALE 1 \
+        MODEL.ROI_NECK_BASE_BRANCHES.PERSON_BRANCH.DECONV_KERNEL 1 \
+        MODEL.ROI_NECK_BASE_BRANCHES.KEYPOINTS_BRANCH.UP_SCALE 1 \
+        MODEL.ROI_NECK_BASE_BRANCHES.KEYPOINTS_BRANCH.DECONV_KERNEL 1 \
+        MODEL.ROI_NECK_BASE_BRANCHES.PERSON_BRANCH.POOLER_RESOLUTION 56 \
+        MODEL.ROI_NECK_BASE_BRANCHES.KEYPOINTS_BRANCH.CONV_SPECS 3,1,1 \
+        DATASETS.TRAIN_VIDEO_IDS [0,1,2,3] \
+        DATASETS.TEST_VIDEO_IDS [4] \
+        OUTPUT_DIR "./output/jede_R_50_FPN_best/test_4"
+#        INPUT.MAX_SIZE_TEST 1600 \
+#        INPUT.MIN_SIZE_TEST 960 \
+
+python train_net.py \
+        --num-gpus 2\
+        --resume \
+        --eval-only \
+        --config-file configs/pg_rcnn/digit_twochannels/test_0_parallel_gn_pe_pretrain_copypastemix_swapdigit_less_anchors_unfreeze_b8.yaml \
+        MODEL.ROI_NECK_BASE_BRANCHES.PERSON_BRANCH.UP_SCALE 1 \
+        MODEL.ROI_NECK_BASE_BRANCHES.PERSON_BRANCH.DECONV_KERNEL 1 \
+        MODEL.ROI_NECK_BASE_BRANCHES.KEYPOINTS_BRANCH.UP_SCALE 1 \
+        MODEL.ROI_NECK_BASE_BRANCHES.KEYPOINTS_BRANCH.DECONV_KERNEL 1 \
+        MODEL.ROI_NECK_BASE_BRANCHES.PERSON_BRANCH.POOLER_RESOLUTION 56 \
+        MODEL.ROI_NECK_BASE_BRANCHES.KEYPOINTS_BRANCH.CONV_SPECS 3,1,1 \
+        DATASETS.TRAIN_VIDEO_IDS [4] \
+        DATASETS.TEST_VIDEO_IDS [0,1,2,3] \
+        INPUT.AUG.COPY_PASTE_MIX 0 \
+        INPUT.MAX_SIZE_TEST 400 \
+        INPUT.MIN_SIZE_TEST 240 \
+        OUTPUT_DIR "./output/jede_R_50_FPN_best/test_5"
\ No newline at end of file