Statements (54)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
object detection algorithm
|
| gptkbp:application |
pose estimation
image segmentation instance segmentation real-time object detection |
| gptkbp:arXivID |
2207.02696
|
| gptkbp:basedOn |
gptkb:YOLO_(You_Only_Look_Once)
|
| gptkbp:citation |
Wang, Chien-Yao, et al. 'YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors.' arXiv preprint arXiv:2207.02696 (2022).
|
| gptkbp:developer |
gptkb:Wong_Kin-Yiu
|
| gptkbp:feature |
improved speed
improved accuracy model scaling anchor-free detection auxiliary head bag of freebies bag of specials coarse-to-fine lead head efficient inference multi-backbone support support for ONNX export support for TensorRT support for custom datasets |
| https://www.w3.org/2000/01/rdf-schema#label |
YOLOv7
|
| gptkbp:improves |
gptkb:YOLOv4
gptkb:YOLOv5 gptkb:YOLOv6 gptkb:YOLOX |
| gptkbp:input |
gptkb:DVD
gptkb:illustrator |
| gptkbp:language |
gptkb:Python
|
| gptkbp:license |
GPL-3.0
|
| gptkbp:output |
class labels
bounding boxes confidence scores segmentation masks keypoints |
| gptkbp:platform |
gptkb:microprocessor
gptkb:graphics_card gptkb:NVIDIA_TensorRT gptkb:PyTorch |
| gptkbp:predecessor |
gptkb:YOLOv8
|
| gptkbp:releaseDate |
2022
|
| gptkbp:repository |
https://github.com/WongKinYiu/yolov7
|
| gptkbp:successor |
gptkb:YOLOv6
|
| gptkbp:trainer |
gptkb:COCO_dataset
custom datasets |
| gptkbp:usedIn |
autonomous vehicles
industrial automation robotics medical imaging video surveillance |
| gptkbp:bfsParent |
gptkb:PaddleDetection
gptkb:YOLO |
| gptkbp:bfsLayer |
6
|