diff --git a/turtorial/finetune_icnet.md b/turtorial/finetune_icnet.md
index 601c709fb613bf81f8c2f17815cd22c1367a7c07..2522b2afe7c65b4a2056d5e59008747566273a04 100644
--- a/turtorial/finetune_icnet.md
+++ b/turtorial/finetune_icnet.md
@@ -77,12 +77,12 @@ AUG:
     FIX_RESIZE_SIZE: (512, 512)
 BATCH_SIZE: 4
 TRAIN:
-    MODEL_SAVE_DIR: "./finetune/icnet_pet/"
+    MODEL_SAVE_DIR: "./saved_model/icnet_pet/"
     SNAPSHOT_EPOCH: 10
 TEST:
-    TEST_MODEL: "./finetune/icnet_pet/final"
+    TEST_MODEL: "./saved_model/icnet_pet/final"
 SOLVER:
-    NUM_EPOCHS: 500
+    NUM_EPOCHS: 100
     LR: 0.005
     LR_POLICY: "poly"
     OPTIMIZER: "adam"