mirror of
https://github.com/THU-MIG/yolov10.git
synced 2025-05-23 21:44:22 +08:00
4dc8c406f9
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com> Co-authored-by: Muhammad Rizwan Munawar <chr043416@gmail.com> Co-authored-by: Laughing <61612323+Laughing-q@users.noreply.github.com>
57 lines
2.0 KiB
Python
57 lines
2.0 KiB
Python
# Ultralytics YOLO 🚀, AGPL-3.0 license
|
|
|
|
from ultralytics import Explorer
|
|
from ultralytics.utils import ASSETS
|
|
|
|
import PIL
|
|
|
|
|
|
def test_similarity():
|
|
"""Test similarity calculations and SQL queries for correctness and response length."""
|
|
exp = Explorer()
|
|
exp.create_embeddings_table()
|
|
similar = exp.get_similar(idx=1)
|
|
assert len(similar) == 25
|
|
similar = exp.get_similar(img=ASSETS / 'zidane.jpg')
|
|
assert len(similar) == 25
|
|
similar = exp.get_similar(idx=[1, 2], limit=10)
|
|
assert len(similar) == 10
|
|
sim_idx = exp.similarity_index()
|
|
assert len(sim_idx) > 0
|
|
sql = exp.sql_query("WHERE labels LIKE '%person%'")
|
|
assert len(sql) > 0
|
|
|
|
|
|
def test_det():
|
|
"""Test detection functionalities and ensure the embedding table has bounding boxes."""
|
|
exp = Explorer(data='coco8.yaml', model='yolov8n.pt')
|
|
exp.create_embeddings_table(force=True)
|
|
assert len(exp.table.head()['bboxes']) > 0
|
|
similar = exp.get_similar(idx=[1, 2], limit=10)
|
|
assert len(similar) > 0
|
|
# This is a loose test, just checks errors not correctness
|
|
similar = exp.plot_similar(idx=[1, 2], limit=10)
|
|
assert isinstance(similar, PIL.Image.Image)
|
|
|
|
|
|
def test_seg():
|
|
"""Test segmentation functionalities and verify the embedding table includes masks."""
|
|
exp = Explorer(data='coco8-seg.yaml', model='yolov8n-seg.pt')
|
|
exp.create_embeddings_table(force=True)
|
|
assert len(exp.table.head()['masks']) > 0
|
|
similar = exp.get_similar(idx=[1, 2], limit=10)
|
|
assert len(similar) > 0
|
|
similar = exp.plot_similar(idx=[1, 2], limit=10)
|
|
assert isinstance(similar, PIL.Image.Image)
|
|
|
|
|
|
def test_pose():
|
|
"""Test pose estimation functionalities and check the embedding table for keypoints."""
|
|
exp = Explorer(data='coco8-pose.yaml', model='yolov8n-pose.pt')
|
|
exp.create_embeddings_table(force=True)
|
|
assert len(exp.table.head()['keypoints']) > 0
|
|
similar = exp.get_similar(idx=[1, 2], limit=10)
|
|
assert len(similar) > 0
|
|
similar = exp.plot_similar(idx=[1, 2], limit=10)
|
|
assert isinstance(similar, PIL.Image.Image)
|