diff --git a/detect.py b/detect.py
index 1ea4e0b60..03bc29de9 100644
--- a/detect.py
+++ b/detect.py
@@ -124,12 +124,22 @@ def run(
             im /= 255  # 0 - 255 to 0.0 - 1.0
             if len(im.shape) == 3:
                 im = im[None]  # expand for batch dim
+            if model.xml and im.shape[0] > 1:
+                ims = torch.chunk(im, im.shape[0], 0)
 
         # Inference
         with dt[1]:
             visualize = increment_path(save_dir / Path(path).stem, mkdir=True) if visualize else False
-            pred = model(im, augment=augment, visualize=visualize)
-
+            if model.xml and im.shape[0] > 1:
+                pred = None
+                for image in ims:
+                    if pred is None:
+                        pred = model(image, augment=augment, visualize=visualize).unsqueeze(0)
+                    else:
+                        pred = torch.cat((pred, model(image, augment=augment, visualize=visualize).unsqueeze(0)), dim=0)
+                pred = [pred, None]
+            else:
+                pred = model(im, augment=augment, visualize=visualize)
         # NMS
         with dt[2]:
             pred = non_max_suppression(pred, conf_thres, iou_thres, classes, agnostic_nms, max_det=max_det)