| BackBone |
Initializer |
Params |
|
|
(%) |
(%) |
| YOLOv7 |
Origin |
37.2M |
- |
- |
50.04 |
68.65 |
| YOLOv9 |
Origin |
25.3M |
- |
- |
52.64 |
69.56 |
| Faster-RCNN |
Origin |
43.1M |
- |
- |
38.40 |
59.00 |
| Deformable DETR |
Origin |
40.1M |
- |
- |
43.80 |
62.60 |
| YOLOv7 |
VM |
37.4M |
512 |
|
51.34 ( 2.61%)
|
69.37 ( 1.05%)
|
| YOLOv9 |
VM |
25.8M |
512 |
|
53.41 ( 1.46%)
|
70.57 ( 1.46%)
|
| Faster-RCNN |
VM |
44.1M |
512 |
|
40.50 ( 5.47%)
|
60.30 ( 2.20%)
|
| Deformable DETR |
VM |
41.2M |
512 |
|
44.10 ( 0.68%)
|
63.30 ( 1.12%)
|
| YOLOv7 |
VLM |
37.4M |
512 |
|
51.72 ( 3.37%)
|
70.12 ( 2.15%)
|
| YOLOv9 |
VLM |
25.8M |
512 |
|
53.36 ( 1.37%)
|
70.55 ( 1.43%)
|
| Faster-RCNN |
VLM |
44.1M |
512 |
|
40.50 ( 5.47%)
|
60.40 ( 2.37%)
|
| Deformable DETR |
VLM |
41.2M |
512 |
|
44.40 ( 1.37%)
|
63.30 ( 1.12%)
|
| YOLOv7 |
LLM |
38.2M |
512 |
|
51.33 ( 2.59%)
|
69.40 ( 1.10%)
|
| YOLOv9 |
LLM |
25.8M |
512 |
|
53.28 ( 1.22%)
|
70.48 ( 1.33%)
|
| Faster-RCNN |
LLM |
44.6M |
512 |
|
40.70 ( 5.99%)
|
60.80 ( 3.05%)
|
| Deformable DETR |
LLM |
41.7M |
512 |
|
44.20 ( 0.91%)
|
63.10 ( 1.12%)
|