diff --git a/form/feature/extraction.tpp b/form/feature/extraction.tpp
index bf91921..2e3536b 100644
--- a/form/feature/extraction.tpp
+++ b/form/feature/extraction.tpp
@@ -395,6 +395,9 @@ void FeatureExtractor::extract_point(const size_t &sector_start_point,
       if (num_sector_point_features > params.point_feats_per_sector)
         break;
     }
+    // Early exit if we have found enough features
+    if (num_sector_point_features > params.point_feats_per_sector)
+      break;
   }
 }