diff --git a/PaddleCV/PaddleDetection/configs/yolov3_darknet.yml b/PaddleCV/PaddleDetection/configs/yolov3_darknet.yml
index fe7ad04a967eb34ae3e5f3953c344455a8d60a6f..9a1c243b8b245c4d0cb60e6ea9f57778e896d263 100644
--- a/PaddleCV/PaddleDetection/configs/yolov3_darknet.yml
+++ b/PaddleCV/PaddleDetection/configs/yolov3_darknet.yml
@@ -69,6 +69,7 @@ YoloTrainFeed:
 
 YoloEvalFeed:
   batch_size: 8
+  image_shape: [3, 608, 608]
   dataset:
     dataset_dir: dataset/coco
     annotation: annotations/instances_val2017.json
@@ -76,5 +77,6 @@ YoloEvalFeed:
 
 YoloTestFeed:
   batch_size: 1
+  image_shape: [3, 608, 608]
   dataset:
     annotation: dataset/coco/annotations/instances_val2017.json
diff --git a/PaddleCV/PaddleDetection/configs/yolov3_darknet_voc.yml b/PaddleCV/PaddleDetection/configs/yolov3_darknet_voc.yml
index 8b848d778b431de13226d97a37a19757b63b9b7d..08e00a533e04ab4e996086da69dee2dd191c21ee 100644
--- a/PaddleCV/PaddleDetection/configs/yolov3_darknet_voc.yml
+++ b/PaddleCV/PaddleDetection/configs/yolov3_darknet_voc.yml
@@ -71,6 +71,7 @@ YoloTrainFeed:
 
 YoloEvalFeed:
   batch_size: 8
+  image_shape: [3, 608, 608]
   dataset:
     dataset_dir: dataset/voc
     annotation: VOCdevkit/VOC_all/ImageSets/Main/val.txt
@@ -79,5 +80,6 @@ YoloEvalFeed:
 
 YoloTestFeed:
   batch_size: 1
+  image_shape: [3, 608, 608]
   dataset:
     use_default_label: true
diff --git a/PaddleCV/PaddleDetection/configs/yolov3_mobilenet_v1.yml b/PaddleCV/PaddleDetection/configs/yolov3_mobilenet_v1.yml
index 54f40e7d8f56e3622a13af8755ae5aaf3e347147..3e622025b587b56c6e79dd3a1cf1cbba00901406 100644
--- a/PaddleCV/PaddleDetection/configs/yolov3_mobilenet_v1.yml
+++ b/PaddleCV/PaddleDetection/configs/yolov3_mobilenet_v1.yml
@@ -70,6 +70,7 @@ YoloTrainFeed:
 
 YoloEvalFeed:
   batch_size: 8
+  image_shape: [3, 608, 608]
   dataset:
     dataset_dir: dataset/coco
     annotation: annotations/instances_val2017.json
@@ -77,5 +78,6 @@ YoloEvalFeed:
 
 YoloTestFeed:
   batch_size: 1
+  image_shape: [3, 608, 608]
   dataset:
     annotation: dataset/coco/annotations/instances_val2017.json
diff --git a/PaddleCV/PaddleDetection/configs/yolov3_mobilenet_v1_voc.yml b/PaddleCV/PaddleDetection/configs/yolov3_mobilenet_v1_voc.yml
index 24945c57ac577b8ae6162b904e782c13bc2a558c..4601f68f33c0eb0c84604380595e965f2f9a5ffb 100644
--- a/PaddleCV/PaddleDetection/configs/yolov3_mobilenet_v1_voc.yml
+++ b/PaddleCV/PaddleDetection/configs/yolov3_mobilenet_v1_voc.yml
@@ -72,6 +72,7 @@ YoloTrainFeed:
 
 YoloEvalFeed:
   batch_size: 8
+  image_shape: [3, 608, 608]
   dataset:
     dataset_dir: dataset/voc
     annotation: VOCdevkit/VOC_all/ImageSets/Main/val.txt
@@ -80,5 +81,6 @@ YoloEvalFeed:
 
 YoloTestFeed:
   batch_size: 1
+  image_shape: [3, 608, 608]
   dataset:
     use_default_label: true
diff --git a/PaddleCV/PaddleDetection/configs/yolov3_r34.yml b/PaddleCV/PaddleDetection/configs/yolov3_r34.yml
index e7895318de1506c71d2e3836f3274ef16de58fe1..e864f8fd92d2f671c442f3beecd8344171952e48 100644
--- a/PaddleCV/PaddleDetection/configs/yolov3_r34.yml
+++ b/PaddleCV/PaddleDetection/configs/yolov3_r34.yml
@@ -72,6 +72,7 @@ YoloTrainFeed:
 
 YoloEvalFeed:
   batch_size: 8
+  image_shape: [3, 608, 608]
   dataset:
     dataset_dir: dataset/coco
     annotation: annotations/instances_val2017.json
@@ -79,5 +80,6 @@ YoloEvalFeed:
 
 YoloTestFeed:
   batch_size: 1
+  image_shape: [3, 608, 608]
   dataset:
     annotation: dataset/coco/annotations/instances_val2017.json
diff --git a/PaddleCV/PaddleDetection/configs/yolov3_r34_voc.yml b/PaddleCV/PaddleDetection/configs/yolov3_r34_voc.yml
index fade2a300928195c1b1010010031776c709438ae..cb8e370bba96c942716de208a8100944cab454c6 100644
--- a/PaddleCV/PaddleDetection/configs/yolov3_r34_voc.yml
+++ b/PaddleCV/PaddleDetection/configs/yolov3_r34_voc.yml
@@ -74,6 +74,7 @@ YoloTrainFeed:
 
 YoloEvalFeed:
   batch_size: 8
+  image_shape: [3, 608, 608]
   dataset:
     dataset_dir: dataset/voc
     annotation: VOCdevkit/VOC_all/ImageSets/Main/val.txt
@@ -82,5 +83,6 @@ YoloEvalFeed:
 
 YoloTestFeed:
   batch_size: 1
+  image_shape: [3, 608, 608]
   dataset:
     use_default_label: true
diff --git a/PaddleCV/PaddleDetection/ppdet/data/data_feed.py b/PaddleCV/PaddleDetection/ppdet/data/data_feed.py
index 9c0357c34b287a93b11e95806f2c37b62e46060a..0d6629c1f7d3dcc8ae8374d02a172cdced70704e 100644
--- a/PaddleCV/PaddleDetection/ppdet/data/data_feed.py
+++ b/PaddleCV/PaddleDetection/ppdet/data/data_feed.py
@@ -942,6 +942,13 @@ class YoloEvalFeed(DataFeed):
         self.mode = 'VAL'
         self.bufsize = 128
 
+        # support image shape config, resize image with image_shape
+        for i, trans in enumerate(sample_transforms):
+            if isinstance(trans, ResizeImage):
+                sample_transforms[i] = ResizeImage(
+                        target_size=self.image_shape[-1],
+                        interp=trans.interp)
+
 
 @register
 class YoloTestFeed(DataFeed):
@@ -988,4 +995,11 @@ class YoloTestFeed(DataFeed):
             use_process=use_process)
         self.mode = 'TEST'
         self.bufsize = 128
+
+        # support image shape config, resize image with image_shape
+        for i, trans in enumerate(sample_transforms):
+            if isinstance(trans, ResizeImage):
+                sample_transforms[i] = ResizeImage(
+                        target_size=self.image_shape[-1],
+                        interp=trans.interp)
 # yapf: enable