Pad tile to image size (512 x 512) (#3887)

* update

* update resnet recipe

Author: eugene123tw

src/otx/algorithms/detection/configs/base/data/tiling/base_iseg_tile_pipeline.py

@@ -17,7 +17,7 @@
     dict(type="Resize", img_scale=img_size, keep_ratio=True),
     dict(type="RandomFlip", flip_ratio=0.5),
     dict(type="Normalize", **img_norm_cfg),
-    dict(type="Pad", pad_to_square=True),
+    dict(type="Pad", size=img_size),
     dict(type="DefaultFormatBundle"),
     dict(
         type="Collect",
@@ -45,7 +45,7 @@
             dict(type="Resize", keep_ratio=True),
             dict(type="RandomFlip"),
             dict(type="Normalize", **img_norm_cfg),
-            dict(type="Pad", pad_to_square=True),
+            dict(type="Pad", size=img_size),
             dict(type="ImageToTensor", keys=["img"]),
             dict(type="Collect", keys=["img"]),
         ],

src/otx/algorithms/detection/configs/base/data/tiling/efficientnet_iseg_tile_pipeline.py

@@ -17,7 +17,7 @@
     dict(type="Resize", img_scale=img_size, keep_ratio=True),
     dict(type="RandomFlip", flip_ratio=0.5),
     dict(type="Normalize", **img_norm_cfg),
-    dict(type="Pad", pad_to_square=True),
+    dict(type="Pad", size=img_size),
     dict(type="DefaultFormatBundle"),
     dict(
         type="Collect",
@@ -45,7 +45,7 @@
             dict(type="Resize", keep_ratio=True),
             dict(type="RandomFlip"),
             dict(type="Normalize", **img_norm_cfg),
-            dict(type="Pad", pad_to_square=True),
+            dict(type="Pad", size=img_size),
             dict(type="ImageToTensor", keys=["img"]),
             dict(type="Collect", keys=["img"]),
         ],

src/otx/algorithms/detection/configs/rotated_detection/efficientnetb2b_maskrcnn/tile_pipeline.py

@@ -17,7 +17,7 @@
     dict(type="Resize", img_scale=img_size, keep_ratio=False),
     dict(type="RandomFlip", flip_ratio=0.5),
     dict(type="Normalize", **img_norm_cfg),
-    dict(type="Pad", pad_to_square=True),
+    dict(type="Pad", size=img_size),
     dict(type="DefaultFormatBundle"),
     dict(
         type="Collect",
@@ -45,7 +45,7 @@
             dict(type="Resize", keep_ratio=False),
             dict(type="RandomFlip"),
             dict(type="Normalize", **img_norm_cfg),
-            dict(type="Pad", pad_to_square=True),
+            dict(type="Pad", size=img_size),
             dict(type="ImageToTensor", keys=["img"]),
             dict(type="Collect", keys=["img"]),
         ],

src/otx/algorithms/detection/configs/rotated_detection/resnet50_maskrcnn/tile_pipeline.py

@@ -17,7 +17,7 @@
     dict(type="Resize", img_scale=img_size, keep_ratio=True),
     dict(type="RandomFlip", flip_ratio=0.5),
     dict(type="Normalize", **img_norm_cfg),
-    dict(type="Pad", pad_to_square=True),
+    dict(type="Pad", size=img_size),
     dict(type="DefaultFormatBundle"),
     dict(
         type="Collect",
@@ -45,7 +45,7 @@
             dict(type="Resize", keep_ratio=True),
             dict(type="RandomFlip"),
             dict(type="Normalize", **img_norm_cfg),
-            dict(type="Pad", pad_to_square=True),
+            dict(type="Pad", size=img_size),
             dict(type="ImageToTensor", keys=["img"]),
             dict(type="Collect", keys=["img"]),
         ],