Hugging Face's logo

qualcomm
/
YOLOv11-Detection

Object Detection
PyTorch
real_time
android
Model card Files
xet
 Community
qaihm-bot commited on
Commit
410af17
·
verified ·
1 Parent(s): 12b6c4c

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +70 -33
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  library_name: pytorch
3
- license: agpl-3.0
4
  tags:
5
  - real_time
6
  - android
@@ -23,44 +23,81 @@ This model is an implementation of YOLOv11-Detection found [here](https://github
23
 
24
  ### Model Details
25
 
26
- - **Model Type:** Object detection
27
  - **Model Stats:**
28
  - Model checkpoint: YOLO11-N
29
  - Input resolution: 640x640
30
  - Number of parameters: None
31
- - Model size: None
 
32
 
33
- | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
34
  |---|---|---|---|---|---|---|---|---|
35
- | YOLOv11-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.988 ms | 0 - 10 MB | FP16 | NPU | -- |
36
- | YOLOv11-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.771 ms | 5 - 17 MB | FP16 | NPU | -- |
37
- | YOLOv11-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.502 ms | 5 - 33 MB | FP16 | NPU | -- |
38
- | YOLOv11-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 4.305 ms | 0 - 37 MB | FP16 | NPU | -- |
39
- | YOLOv11-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.332 ms | 0 - 45 MB | FP16 | NPU | -- |
40
- | YOLOv11-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.746 ms | 7 - 60 MB | FP16 | NPU | -- |
41
- | YOLOv11-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.28 ms | 0 - 32 MB | FP16 | NPU | -- |
42
- | YOLOv11-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.214 ms | 5 - 38 MB | FP16 | NPU | -- |
43
- | YOLOv11-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.548 ms | 5 - 45 MB | FP16 | NPU | -- |
44
- | YOLOv11-Detection | SA7255P ADP | SA7255P | TFLITE | 60.358 ms | 0 - 26 MB | FP16 | NPU | -- |
45
- | YOLOv11-Detection | SA7255P ADP | SA7255P | QNN | 56.824 ms | 1 - 11 MB | FP16 | NPU | -- |
46
- | YOLOv11-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.997 ms | 0 - 11 MB | FP16 | NPU | -- |
47
- | YOLOv11-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.371 ms | 5 - 7 MB | FP16 | NPU | -- |
48
- | YOLOv11-Detection | SA8295P ADP | SA8295P | TFLITE | 10.366 ms | 0 - 25 MB | FP16 | NPU | -- |
49
- | YOLOv11-Detection | SA8295P ADP | SA8295P | QNN | 8.381 ms | 0 - 18 MB | FP16 | NPU | -- |
50
- | YOLOv11-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.947 ms | 0 - 12 MB | FP16 | NPU | -- |
51
- | YOLOv11-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.305 ms | 5 - 8 MB | FP16 | NPU | -- |
52
- | YOLOv11-Detection | SA8775P ADP | SA8775P | TFLITE | 8.671 ms | 0 - 25 MB | FP16 | NPU | -- |
53
- | YOLOv11-Detection | SA8775P ADP | SA8775P | QNN | 6.674 ms | 2 - 12 MB | FP16 | NPU | -- |
54
- | YOLOv11-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 60.358 ms | 0 - 26 MB | FP16 | NPU | -- |
55
- | YOLOv11-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 56.824 ms | 1 - 11 MB | FP16 | NPU | -- |
56
- | YOLOv11-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.975 ms | 0 - 13 MB | FP16 | NPU | -- |
57
- | YOLOv11-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.311 ms | 5 - 7 MB | FP16 | NPU | -- |
58
- | YOLOv11-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 8.671 ms | 0 - 25 MB | FP16 | NPU | -- |
59
- | YOLOv11-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 6.674 ms | 2 - 12 MB | FP16 | NPU | -- |
60
- | YOLOv11-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.488 ms | 0 - 34 MB | FP16 | NPU | -- |
61
- | YOLOv11-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 8.06 ms | 5 - 38 MB | FP16 | NPU | -- |
62
- | YOLOv11-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.737 ms | 5 - 5 MB | FP16 | NPU | -- |
63
- | YOLOv11-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.083 ms | 5 - 5 MB | FP16 | NPU | -- |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
64
 
65
 
66
 
 
1
  ---
2
  library_name: pytorch
3
+ license: other
4
  tags:
5
  - real_time
6
  - android
 
23
 
24
  ### Model Details
25
 
26
+ - **Model Type:** Model_use_case.object_detection
27
  - **Model Stats:**
28
  - Model checkpoint: YOLO11-N
29
  - Input resolution: 640x640
30
  - Number of parameters: None
31
+ - Model size (float): None
32
+ - Model size (w8a8): 2.83 MB
33
 
34
+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
35
  |---|---|---|---|---|---|---|---|---|
36
+ | YOLOv11-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 16.146 ms | 0 - 25 MB | NPU | -- |
37
+ | YOLOv11-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 12.964 ms | 1 - 10 MB | NPU | -- |
38
+ | YOLOv11-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.635 ms | 0 - 34 MB | NPU | -- |
39
+ | YOLOv11-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 7.707 ms | 5 - 41 MB | NPU | -- |
40
+ | YOLOv11-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 5.959 ms | 0 - 11 MB | NPU | -- |
41
+ | YOLOv11-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.363 ms | 5 - 8 MB | NPU | -- |
42
+ | YOLOv11-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 7.273 ms | 0 - 27 MB | NPU | -- |
43
+ | YOLOv11-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.581 ms | 2 - 16 MB | NPU | -- |
44
+ | YOLOv11-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.146 ms | 0 - 25 MB | NPU | -- |
45
+ | YOLOv11-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 12.964 ms | 1 - 10 MB | NPU | -- |
46
+ | YOLOv11-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 5.966 ms | 0 - 18 MB | NPU | -- |
47
+ | YOLOv11-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.334 ms | 5 - 7 MB | NPU | -- |
48
+ | YOLOv11-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 10.371 ms | 0 - 25 MB | NPU | -- |
49
+ | YOLOv11-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 8.394 ms | 0 - 16 MB | NPU | -- |
50
+ | YOLOv11-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 6.015 ms | 0 - 12 MB | NPU | -- |
51
+ | YOLOv11-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.442 ms | 5 - 8 MB | NPU | -- |
52
+ | YOLOv11-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 7.273 ms | 0 - 27 MB | NPU | -- |
53
+ | YOLOv11-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.581 ms | 2 - 16 MB | NPU | -- |
54
+ | YOLOv11-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 5.951 ms | 0 - 12 MB | NPU | -- |
55
+ | YOLOv11-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.303 ms | 5 - 17 MB | NPU | -- |
56
+ | YOLOv11-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.437 ms | 2 - 29 MB | NPU | -- |
57
+ | YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 4.306 ms | 0 - 39 MB | NPU | -- |
58
+ | YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.958 ms | 5 - 43 MB | NPU | -- |
59
+ | YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.921 ms | 3 - 55 MB | NPU | -- |
60
+ | YOLOv11-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.317 ms | 0 - 34 MB | NPU | -- |
61
+ | YOLOv11-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.289 ms | 5 - 40 MB | NPU | -- |
62
+ | YOLOv11-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.458 ms | 4 - 45 MB | NPU | -- |
63
+ | YOLOv11-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.707 ms | 5 - 5 MB | NPU | -- |
64
+ | YOLOv11-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.148 ms | 5 - 5 MB | NPU | -- |
65
+ | YOLOv11-Detection | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 11.442 ms | 2 - 40 MB | NPU | -- |
66
+ | YOLOv11-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.257 ms | 3 - 78 MB | NPU | -- |
67
+ | YOLOv11-Detection | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.475 ms | 3 - 80 MB | NPU | -- |
68
+ | YOLOv11-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.336 ms | 2 - 2 MB | NPU | -- |
69
+ | YOLOv11-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.707 ms | 0 - 22 MB | NPU | -- |
70
+ | YOLOv11-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 3.62 ms | 1 - 11 MB | NPU | -- |
71
+ | YOLOv11-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.177 ms | 0 - 37 MB | NPU | -- |
72
+ | YOLOv11-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.241 ms | 1 - 37 MB | NPU | -- |
73
+ | YOLOv11-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.825 ms | 0 - 11 MB | NPU | -- |
74
+ | YOLOv11-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.823 ms | 1 - 4 MB | NPU | -- |
75
+ | YOLOv11-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.295 ms | 0 - 24 MB | NPU | -- |
76
+ | YOLOv11-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 2.282 ms | 1 - 15 MB | NPU | -- |
77
+ | YOLOv11-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.053 ms | 0 - 32 MB | NPU | -- |
78
+ | YOLOv11-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 5.749 ms | 1 - 13 MB | NPU | -- |
79
+ | YOLOv11-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 67.181 ms | 2 - 13 MB | NPU | -- |
80
+ | YOLOv11-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.707 ms | 0 - 22 MB | NPU | -- |
81
+ | YOLOv11-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 3.62 ms | 1 - 11 MB | NPU | -- |
82
+ | YOLOv11-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.835 ms | 0 - 10 MB | NPU | -- |
83
+ | YOLOv11-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.838 ms | 1 - 3 MB | NPU | -- |
84
+ | YOLOv11-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.653 ms | 0 - 25 MB | NPU | -- |
85
+ | YOLOv11-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.589 ms | 0 - 18 MB | NPU | -- |
86
+ | YOLOv11-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.826 ms | 0 - 10 MB | NPU | -- |
87
+ | YOLOv11-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.822 ms | 1 - 3 MB | NPU | -- |
88
+ | YOLOv11-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.295 ms | 0 - 24 MB | NPU | -- |
89
+ | YOLOv11-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 2.282 ms | 1 - 15 MB | NPU | -- |
90
+ | YOLOv11-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.838 ms | 0 - 10 MB | NPU | -- |
91
+ | YOLOv11-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.836 ms | 1 - 11 MB | NPU | -- |
92
+ | YOLOv11-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 7.69 ms | 0 - 31 MB | NPU | -- |
93
+ | YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.219 ms | 0 - 35 MB | NPU | -- |
94
+ | YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.23 ms | 1 - 32 MB | NPU | -- |
95
+ | YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.453 ms | 1 - 75 MB | NPU | -- |
96
+ | YOLOv11-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.112 ms | 0 - 26 MB | NPU | -- |
97
+ | YOLOv11-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.07 ms | 1 - 33 MB | NPU | -- |
98
+ | YOLOv11-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.549 ms | 0 - 71 MB | NPU | -- |
99
+ | YOLOv11-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.226 ms | 1 - 1 MB | NPU | -- |
100
+ | YOLOv11-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.181 ms | 0 - 0 MB | NPU | -- |
101
 
102
 
103