diff --git a/ultralytics/utils/autobatch.py b/ultralytics/utils/autobatch.py
index 581fe090..6a0d9cbc 100644
--- a/ultralytics/utils/autobatch.py
+++ b/ultralytics/utils/autobatch.py
@@ -67,7 +67,7 @@ def autobatch(model, imgsz=640, fraction=0.60, batch_size=DEFAULT_CFG.batch):
     LOGGER.info(f"{prefix}{d} ({properties.name}) {t:.2f}G total, {r:.2f}G reserved, {a:.2f}G allocated, {f:.2f}G free")
 
     # Profile batch sizes
-    batch_sizes = [1, 2, 4, 8, 16]
+    batch_sizes = [1, 2, 4, 8, 16] if t < 16 else [1, 2, 4, 8, 16, 32, 64]
     try:
         img = [torch.empty(b, 3, imgsz, imgsz) for b in batch_sizes]
         results = profile(img, model, n=1, device=device)