diff --git a/MODEL_ZOO.md b/MODEL_ZOO.md
index d9dca51..6cd324d 100644
--- a/MODEL_ZOO.md
+++ b/MODEL_ZOO.md
@@ -156,27 +156,94 @@ Bag of Specials(BoS):
| Method | Pretrained | Rank@1 | mAP | mINP | download |
| :---: | :---: | :---: |:---: | :---: | :---:|
-| BoT(R50-ibn) | ImageNet | 97.0% | 81.9% | 46.3% | -|
+| [BoT(R50-ibn)](https://github.com/JDAI-CV/fast-reid/blob/master/configs/VeRi/sbs_R50-ibn.yml) | ImageNet | 97.0% | 81.9% | 46.3% | -|
### VehicleID Baseline
-**BoT**:
-Method: BoT(R50-ibn+gem pooling+weighted triplet+soft margin)
-Test protocol: 10-fold cross-validation
+**BoT**:
+Test protocol: 10-fold cross-validation; trained on 4 NVIDIA P40 GPU.
-| Testset size | Pretrained | Rank@1 | Rank@5 | download |
-| :---: | :---: | :---: |:---: | :---:|
-| Small(800) | ImageNet | 86.6% | 97.9% | -|
-| Medium(1600) | ImageNet | 82.9% | 96.0% | -|
-| Large(2400) | ImageNet | 80.6% | 93.9% | -|
+
+
+
+ | Method |
+ Pretrained |
+ Testset size |
+ download |
+
+
+ | Small |
+ Medium |
+ Large |
+
+
+ | Rank@1 |
+ Rank@5 |
+ Rank@1 |
+ Rank@5 |
+ Rank@1 |
+ Rank@5 |
+
+
+
+
+ | BoT(R50-ibn) |
+ ImageNet |
+ 86.6% |
+ 97.9% |
+ 82.9% |
+ 96.0% |
+ 80.6% |
+ 93.9% |
+ - |
+
+
+
### VERI-Wild Baseline
**BoT**:
-Method: BoT(R50-ibn+gem pooling+weighted triplet+soft margin)
+Test protocol: Trained on 4 NVIDIA P40 GPU.
-| Testset size | Pretrained | Rank@1 | mAP | mINP | download |
-| :---: | :---: | :---: |:---: | :---: | :---:|
-| Small(3000) | ImageNet | 96.4% | 87.7% | 69.2% | -|
-| Medium(5000) | ImageNet | 95.1% | 83.5% | 61.2% | -|
-| Large(10000) | ImageNet | 92.5% | 77.3% | 49.8% | -|
+
+
+
+ | Method |
+ Pretrained |
+ Testset size |
+ download |
+
+
+ | Small |
+ Medium |
+ Large |
+
+
+ | Rank@1 |
+ mAP |
+ mINP |
+ Rank@1 |
+ mAP |
+ mINP |
+ Rank@1 |
+ mAP |
+ mINP |
+
+
+
+
+ | BoT(R50-ibn) |
+ ImageNet |
+ 96.4% |
+ 87.7% |
+ 69.2% |
+ 95.1% |
+ 83.5% |
+ 61.2% |
+ 92.5% |
+ 77.3% |
+ 49.8% |
+ - |
+
+
+