diff --git a/supervision/tracker/byte_tracker/core.py b/supervision/tracker/byte_tracker/core.py
index ce3bbbbf..132bf391 100644
--- a/supervision/tracker/byte_tracker/core.py
+++ b/supervision/tracker/byte_tracker/core.py
@@ -362,6 +362,13 @@ class ByteTrack:
         scores = tensors[:, 4]
         bboxes = tensors[:, :4]
 
+        bbox_areas = (bboxes[:, 2] - bboxes[:, 0]) * (bboxes[:, 3] - bboxes[:, 1])
+        valid_box_inds = bbox_areas > 0
+
+        class_ids = class_ids[valid_box_inds]
+        scores = scores[valid_box_inds]
+        bboxes = bboxes[valid_box_inds]
+
         remain_inds = scores > self.track_activation_threshold
         inds_low = scores > 0.1
         inds_high = scores < self.track_activation_threshold