import os from collections import Counter def count_instances(label_dir): counts = Counter() for fname in os.listdir(label_dir): if fname.endswith(".txt"): with open(os.path.join(label_dir, fname)) as f: for line in f: if line.strip(): cls_id = line.strip().split()[0] counts[cls_id] += 1 return counts # ------------------------- CONFIG (edit these) ------------------------- TRAIN_LABELS = r"C:\Users\shrey\Downloads\dataset\labels\train" VAL_LABELS = r"C:\Users\shrey\Downloads\dataset\labels\val" TEST_LABELS = r"C:\Users\shrey\Downloads\dataset\labels\test" # Map class IDs to names for readable output -- confirm against your data.yaml CLASS_NAMES = { "0": "plastic_bottle", "1": "drink_can", "2": "paper", } # ------------------------------------------------------------------------- def print_counts(label, counts): print(f"{label}:") total = sum(counts.values()) for cls_id in sorted(counts.keys()): name = CLASS_NAMES.get(cls_id, f"class_{cls_id}") pct = (counts[cls_id] / total * 100) if total else 0 print(f" {name:15s} (id {cls_id}): {counts[cls_id]:5d} ({pct:.1f}%)") print(f" {'TOTAL':15s} : {total:5d}\n") if __name__ == "__main__": for label_name, label_dir in [ ("Train", TRAIN_LABELS), ("Val", VAL_LABELS), ("Test", TEST_LABELS), ]: if os.path.isdir(label_dir): counts = count_instances(label_dir) print_counts(label_name, counts) else: print(f"Skipping {label_name} -- folder not found: {label_dir}\n")