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6 changes: 3 additions & 3 deletions src/supervision/detection/vlm.py
Original file line number Diff line number Diff line change
Expand Up @@ -229,7 +229,7 @@ def from_paligemma(
matches = np.array(matches) if matches else np.empty((0, 5))

if matches.shape[0] == 0:
return np.empty((0, 4)), None, np.empty(0, dtype=str)
return np.empty((0, 4)), np.empty((0,), dtype=int), np.empty(0, dtype=str)

xyxy, class_name = matches[:, [1, 0, 3, 2]], matches[:, 4]
xyxy = xyxy.astype(int) / 1024 * np.array([w, h, w, h])
Expand Down Expand Up @@ -626,7 +626,7 @@ def from_google_gemini_2_0(
try:
data = json.loads(result)
except json.JSONDecodeError:
return np.empty((0, 4)), None, np.empty((0,), dtype=str)
return np.empty((0, 4)), np.empty((0,), dtype=int), np.empty((0,), dtype=str)

labels = []
xyxy = []
Expand All @@ -640,7 +640,7 @@ def from_google_gemini_2_0(
xyxy.append([box[1], box[0], box[3], box[2]])

if len(xyxy) == 0:
return np.empty((0, 4)), None, np.empty((0,), dtype=str)
return np.empty((0, 4)), np.empty((0,), dtype=int), np.empty((0,), dtype=str)

xyxy = denormalize_boxes(
np.array(xyxy, dtype=np.float64),
Expand Down
20 changes: 10 additions & 10 deletions tests/detection/test_vlm.py
Original file line number Diff line number Diff line change
Expand Up @@ -27,49 +27,49 @@
"",
(1000, 1000),
None,
(np.empty((0, 4)), None, np.empty(0).astype(str)),
(np.empty((0, 4)), np.empty((0,), dtype=int), np.empty(0).astype(str)),
), # empty text
(
does_not_raise(),
"",
(1000, 1000),
["cat", "dog"],
(np.empty((0, 4)), None, np.empty(0).astype(str)),
(np.empty((0, 4)), np.empty((0,), dtype=int), np.empty(0).astype(str)),
), # empty text, classes
(
does_not_raise(),
"\n",
(1000, 1000),
None,
(np.empty((0, 4)), None, np.empty(0).astype(str)),
(np.empty((0, 4)), np.empty((0,), dtype=int), np.empty(0).astype(str)),
), # newline only
(
does_not_raise(),
"the quick brown fox jumps over the lazy dog.",
(1000, 1000),
None,
(np.empty((0, 4)), None, np.empty(0).astype(str)),
(np.empty((0, 4)), np.empty((0,), dtype=int), np.empty(0).astype(str)),
), # random text, no location
(
does_not_raise(),
"<loc0256><loc0768><loc0768> cat",
(1000, 1000),
None,
(np.empty((0, 4)), None, np.empty(0).astype(str)),
(np.empty((0, 4)), np.empty((0,), dtype=int), np.empty(0).astype(str)),
), # partial location
(
does_not_raise(),
"<loc0256><loc0256><loc0768><loc0768><loc0768> cat",
(1000, 1000),
None,
(np.empty((0, 4)), None, np.empty(0).astype(str)),
(np.empty((0, 4)), np.empty((0,), dtype=int), np.empty(0).astype(str)),
), # extra loc
(
does_not_raise(),
"<loc0256><loc0256><loc0768><loc0768>",
(1000, 1000),
None,
(np.empty((0, 4)), None, np.empty(0).astype(str)),
(np.empty((0, 4)), np.empty((0,), dtype=int), np.empty(0).astype(str)),
), # no class
(
does_not_raise(),
Expand Down Expand Up @@ -436,21 +436,21 @@ def test_from_qwen_2_5_vl(
"random text",
(1000, 1000),
None,
(np.empty((0, 4)), None, np.empty(0, dtype=str)),
(np.empty((0, 4)), np.empty((0,), dtype=int), np.empty(0, dtype=str)),
), # random text without JSON format
(
does_not_raise(),
"```json\ninvalid json\n```",
(1000, 1000),
None,
(np.empty((0, 4)), None, np.empty(0, dtype=str)),
(np.empty((0, 4)), np.empty((0,), dtype=int), np.empty(0, dtype=str)),
), # invalid JSON within code blocks
(
does_not_raise(),
"```json\n[]\n```",
(1000, 1000),
None,
(np.empty((0, 4)), None, np.empty(0, dtype=str)),
(np.empty((0, 4)), np.empty((0,), dtype=int), np.empty(0, dtype=str)),
), # empty JSON array
(
does_not_raise(),
Expand Down
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