diff --git a/get_train_annot.py b/get_train_annot.py
index 6d680feebdd08643e2915e05bb962799b570ee1e..4b2bd2c4f5e4d96c1c92a831650b88e3205e7def 100755
--- a/get_train_annot.py
+++ b/get_train_annot.py
@@ -84,7 +84,8 @@ def main(entry, arguments, species_list):
             # Correction if the boxes are corrupted (> 1 or < 0)
             x_pxl, width_pxl = utils.correct_box(x_pxl, width_pxl)
             y_pxl, height_pxl = utils.correct_box(y_pxl, height_pxl)
-
+            if x_pxl > 1 and width_pxl < 0.05:
+                continue
             # Store the annotation in a DataFrame
             new_table = pd.DataFrame([[str(species_list[species_list.species == specie].index[0]),
                                        x_pxl, y_pxl, width_pxl, height_pxl]],