diff --git a/experiments/scripts/faster_rcnn_end2end.sh b/experiments/scripts/faster_rcnn_end2end.sh
index ec5c1669e..d87d14626 100755
--- a/experiments/scripts/faster_rcnn_end2end.sh
+++ b/experiments/scripts/faster_rcnn_end2end.sh
@@ -44,6 +44,18 @@ case $DATASET in
     PT_DIR="apc"
     ITERS=80000
     ;;
+  apcbin)
+    TRAIN_IMDB="apc_bin_trainval"
+    TEST_IMDB="apc_bin_test"
+    PT_DIR="apc"
+    ITERS=20000
+    ;;
+  apctote)
+    TRAIN_IMDB="apc_tote_trainval"
+    TEST_IMDB="apc_tote_test"
+    PT_DIR="apc"
+    ITERS=20000
+    ;;
   *)
     echo "No dataset given"
     exit
diff --git a/experiments/scripts/faster_rcnn_end2end_test.sh b/experiments/scripts/faster_rcnn_end2end_test.sh
index fe84de413..16b870ac0 100755
--- a/experiments/scripts/faster_rcnn_end2end_test.sh
+++ b/experiments/scripts/faster_rcnn_end2end_test.sh
@@ -25,7 +25,15 @@ EXTRA_ARGS_SLUG=${EXTRA_ARGS// /_}
 
 case $DATASET in
   apc)
-	TEST_IMDB="apc_test_validated"
+	TEST_IMDB="apc_2016_test"
+	PT_DIR="apc"
+	;;
+  apcbin)
+	TEST_IMDB="apc_bin_test"
+	PT_DIR="apc"
+	;;
+  apctote)
+	TEST_IMDB="apc_tote_test"
 	PT_DIR="apc"
 	;;
   *)
diff --git a/lib/datasets/apc.py b/lib/datasets/apc.py
index 81b6ac27a..8d000bc2c 100644
--- a/lib/datasets/apc.py
+++ b/lib/datasets/apc.py
@@ -46,7 +46,7 @@ def __init__(self, image_set, year, devkit_path=None):
 		self._class_to_ind = _classes
 		print self._classes
 
-		self._image_ext = '.jpg'
+		self._image_ext = '.png'
 		self._image_index = self._load_image_set_index()
 		# Default to roidb handler
 		self._roidb_handler = self.selective_search_roidb
@@ -87,7 +87,7 @@ def _load_image_set_index(self):
 		Load the indexes listed in this dataset's image set file.
 		"""
 		# Example path to image set file:
-		# self._devkit_path + /DRapc2016/APC2007/ImageSets/Main/val.txt
+		# self._devkit_path + /DRapc2016/APC2016/ImageSets/Main/val.txt
 		image_set_file = os.path.join(self._data_path, 'ImageSets', 'Main',
 									  self._image_set + '.txt')
 		assert os.path.exists(image_set_file), \
diff --git a/lib/datasets/factory.py b/lib/datasets/factory.py
index 9c92342f5..e5ee36cfd 100644
--- a/lib/datasets/factory.py
+++ b/lib/datasets/factory.py
@@ -21,7 +21,7 @@
         __sets[name] = (lambda split=split, year=year: pascal_voc(split, year))
 
 # Set up apc_2016_<split>
-for year in ['2016', 'test']:
+for year in ['2016', 'bin', 'tote']:
     for split in ['train', 'val', 'trainval', 'test', 'validated']:
         name = 'apc_{}_{}'.format(year, split)
         __sets[name] = (lambda split=split, year=year: apc(split, year))