YOLOv8 Detection Model
Datasets
Face
Hand
Person
- coco2017 (only person)
- AniSeg
- skytnt/anime-segmentation
deepfashion2
id | label |
---|---|
0 | short_sleeved_shirt |
1 | long_sleeved_shirt |
2 | short_sleeved_outwear |
3 | long_sleeved_outwear |
4 | vest |
5 | sling |
6 | shorts |
7 | trousers |
8 | skirt |
9 | short_sleeved_dress |
10 | long_sleeved_dress |
11 | vest_dress |
12 | sling_dress |
Info
Model | Target | mAP 50 | mAP 50-95 |
---|---|---|---|
face_yolov8n.pt | 2D / realistic face | 0.660 | 0.366 |
face_yolov8n_v2.pt | 2D / realistic face | 0.669 | 0.372 |
face_yolov8s.pt | 2D / realistic face | 0.713 | 0.404 |
face_yolov8m.pt | 2D / realistic face | 0.737 | 0.424 |
face_yolov9c.pt | 2D / realistic face | 0.748 | 0.433 |
hand_yolov8n.pt | 2D / realistic hand | 0.767 | 0.505 |
hand_yolov8s.pt | 2D / realistic hand | 0.794 | 0.527 |
hand_yolov9c.pt | 2D / realistic hand | 0.810 | 0.550 |
person_yolov8n-seg.pt | 2D / realistic person | 0.782 (bbox) 0.761 (mask) |
0.555 (bbox) 0.460 (mask) |
person_yolov8s-seg.pt | 2D / realistic person | 0.824 (bbox) 0.809 (mask) |
0.605 (bbox) 0.508 (mask) |
person_yolov8m-seg.pt | 2D / realistic person | 0.849 (bbox) 0.831 (mask) |
0.636 (bbox) 0.533 (mask) |
deepfashion2_yolov8s-seg.pt | realistic clothes | 0.849 (bbox) 0.840 (mask) |
0.763 (bbox) 0.675 (mask) |
Usage
from huggingface_hub import hf_hub_download
from ultralytics import YOLO
path = hf_hub_download("Bingsu/adetailer", "face_yolov8n.pt")
model = YOLO(path)
import cv2
from PIL import Image
img = "https://farm5.staticflickr.com/4139/4887614566_6b57ec4422_z.jpg"
output = model(img)
pred = output[0].plot()
pred = cv2.cvtColor(pred, cv2.COLOR_BGR2RGB)
pred = Image.fromarray(pred)
pred
Unsafe files
Since getattr
is classified as a dangerous pickle function, any segmentation model that uses it is classified as unsafe.
All models were created and saved using the official ultralytics library, so it's okay to use files downloaded from a trusted source.