Hugging Face's logo

qualcomm
/
FFNet-40S

Image Segmentation
PyTorch
real_time
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
42aa7ce
·
verified ·
1 Parent(s): 103f52b

v0.30.5

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (2) hide show
  1. FFNet-40S_w8a8.onnx +2 -2
  2. README.md +51 -51
FFNet-40S_w8a8.onnx CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:51a73e89e2a0b1911092658da3abdd54e15e8146b374a043a7872d900b4ae267
3
- size 55768594
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a2ab435c18d8d86de2b1b082c4ca0eb93867719b077198ff99103f311ce5d4b4
3
+ size 55781363
README.md CHANGED
@@ -37,53 +37,53 @@ More details on model performance across various devices, can be found
37
 
38
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
- | FFNet-40S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 150.365 ms | 0 - 48 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
41
- | FFNet-40S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 837.427 ms | 24 - 34 MB | NPU | Use Export Script |
42
- | FFNet-40S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 56.517 ms | 2 - 78 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
43
- | FFNet-40S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 66.889 ms | 24 - 73 MB | NPU | Use Export Script |
44
- | FFNet-40S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 43.67 ms | 2 - 40 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
45
- | FFNet-40S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 33.958 ms | 24 - 26 MB | NPU | Use Export Script |
46
- | FFNet-40S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 57.533 ms | 2 - 52 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
47
- | FFNet-40S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 47.243 ms | 24 - 39 MB | NPU | Use Export Script |
48
- | FFNet-40S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 150.365 ms | 0 - 48 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
49
- | FFNet-40S | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 837.427 ms | 24 - 34 MB | NPU | Use Export Script |
50
- | FFNet-40S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 43.525 ms | 2 - 22 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
51
- | FFNet-40S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 34.075 ms | 20 - 23 MB | NPU | Use Export Script |
52
- | FFNet-40S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 64.609 ms | 2 - 50 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
53
- | FFNet-40S | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 53.716 ms | 24 - 41 MB | NPU | Use Export Script |
54
- | FFNet-40S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 43.86 ms | 2 - 40 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
55
- | FFNet-40S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 34.235 ms | 24 - 27 MB | NPU | Use Export Script |
56
- | FFNet-40S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 57.533 ms | 2 - 52 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
57
- | FFNet-40S | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 47.243 ms | 24 - 39 MB | NPU | Use Export Script |
58
- | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 43.599 ms | 2 - 21 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
59
- | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 34.155 ms | 24 - 50 MB | NPU | Use Export Script |
60
- | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 35.025 ms | 24 - 99 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
61
- | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 29.352 ms | 2 - 80 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
62
- | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 23.281 ms | 21 - 73 MB | NPU | Use Export Script |
63
- | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 24.617 ms | 29 - 75 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
64
- | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 30.006 ms | 1 - 52 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
65
- | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 22.145 ms | 24 - 82 MB | NPU | Use Export Script |
66
- | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 19.889 ms | 25 - 69 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
67
- | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 35.274 ms | 24 - 24 MB | NPU | Use Export Script |
68
- | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 36.621 ms | 24 - 24 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
69
- | FFNet-40S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 106.186 ms | 0 - 34 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
70
- | FFNet-40S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 10.672 ms | 0 - 48 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
71
- | FFNet-40S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 9.431 ms | 1 - 14 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
72
- | FFNet-40S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.105 ms | 1 - 36 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
73
- | FFNet-40S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 56.884 ms | 1 - 53 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
74
- | FFNet-40S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 307.629 ms | 1 - 12 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
75
- | FFNet-40S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 106.186 ms | 0 - 34 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
76
- | FFNet-40S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 9.392 ms | 1 - 10 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
77
- | FFNet-40S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 13.858 ms | 1 - 38 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
78
- | FFNet-40S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 9.405 ms | 1 - 18 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
79
- | FFNet-40S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.105 ms | 1 - 36 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
80
- | FFNet-40S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 9.424 ms | 1 - 14 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
81
- | FFNet-40S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 16.019 ms | 6 - 49 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
82
- | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.838 ms | 1 - 51 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
83
- | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.972 ms | 6 - 66 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
84
- | FFNet-40S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 6.693 ms | 0 - 38 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
85
- | FFNet-40S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 7.815 ms | 6 - 58 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
86
- | FFNet-40S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 16.916 ms | 7 - 7 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
87
 
88
 
89
 
@@ -147,8 +147,8 @@ Profiling Results
147
  FFNet-40S
148
  Device : cs_8275 (ANDROID 14)
149
  Runtime : TFLITE
150
- Estimated inference time (ms) : 150.4
151
- Estimated peak memory usage (MB): [0, 48]
152
  Total # Ops : 94
153
  Compute Unit(s) : npu (94 ops) gpu (0 ops) cpu (0 ops)
154
  ```
@@ -237,13 +237,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
237
  You can also run the demo on-device.
238
 
239
  ```bash
240
- python -m qai_hub_models.models.ffnet_40s.demo --on-device
241
  ```
242
 
243
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
244
  environment, please add the following to your cell (instead of the above).
245
  ```
246
- %run -m qai_hub_models.models.ffnet_40s.demo -- --on-device
247
  ```
248
 
249
 
 
37
 
38
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | FFNet-40S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 150.015 ms | 2 - 53 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
41
+ | FFNet-40S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 835.756 ms | 24 - 33 MB | NPU | Use Export Script |
42
+ | FFNet-40S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 55.825 ms | 1 - 82 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
43
+ | FFNet-40S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 65.158 ms | 24 - 83 MB | NPU | Use Export Script |
44
+ | FFNet-40S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 44.041 ms | 2 - 43 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
45
+ | FFNet-40S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 34.709 ms | 24 - 26 MB | NPU | Use Export Script |
46
+ | FFNet-40S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 57.643 ms | 2 - 53 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
47
+ | FFNet-40S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 47.762 ms | 24 - 34 MB | NPU | Use Export Script |
48
+ | FFNet-40S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 150.015 ms | 2 - 53 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
49
+ | FFNet-40S | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 835.756 ms | 24 - 33 MB | NPU | Use Export Script |
50
+ | FFNet-40S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 44.126 ms | 2 - 18 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
51
+ | FFNet-40S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 34.357 ms | 24 - 27 MB | NPU | Use Export Script |
52
+ | FFNet-40S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 62.799 ms | 2 - 54 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
53
+ | FFNet-40S | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 52.063 ms | 24 - 42 MB | NPU | Use Export Script |
54
+ | FFNet-40S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 43.839 ms | 2 - 40 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
55
+ | FFNet-40S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 34.549 ms | 24 - 27 MB | NPU | Use Export Script |
56
+ | FFNet-40S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 57.643 ms | 2 - 53 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
57
+ | FFNet-40S | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 47.762 ms | 24 - 34 MB | NPU | Use Export Script |
58
+ | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 43.749 ms | 2 - 37 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
59
+ | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 33.997 ms | 24 - 44 MB | NPU | Use Export Script |
60
+ | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 29.655 ms | 29 - 113 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
61
+ | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 29.475 ms | 1 - 81 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
62
+ | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 24.266 ms | 21 - 81 MB | NPU | Use Export Script |
63
+ | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 20.379 ms | 28 - 107 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
64
+ | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 29.788 ms | 1 - 55 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
65
+ | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 21.584 ms | 24 - 90 MB | NPU | Use Export Script |
66
+ | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 17.701 ms | 28 - 81 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
67
+ | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 35.412 ms | 24 - 24 MB | NPU | Use Export Script |
68
+ | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 30.776 ms | 24 - 24 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
69
+ | FFNet-40S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 24.347 ms | 1 - 34 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
70
+ | FFNet-40S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 10.371 ms | 1 - 54 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
71
+ | FFNet-40S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 9.33 ms | 1 - 13 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
72
+ | FFNet-40S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.202 ms | 1 - 36 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
73
+ | FFNet-40S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 57.505 ms | 1 - 94 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
74
+ | FFNet-40S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 308.576 ms | 1 - 13 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
75
+ | FFNet-40S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 24.347 ms | 1 - 34 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
76
+ | FFNet-40S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 9.425 ms | 1 - 12 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
77
+ | FFNet-40S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 13.886 ms | 1 - 37 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
78
+ | FFNet-40S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 9.483 ms | 1 - 20 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
79
+ | FFNet-40S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.202 ms | 1 - 36 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
80
+ | FFNet-40S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 9.539 ms | 1 - 12 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
81
+ | FFNet-40S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 16.806 ms | 4 - 44 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
82
+ | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.906 ms | 1 - 51 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
83
+ | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 11.612 ms | 7 - 103 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
84
+ | FFNet-40S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 6.757 ms | 1 - 41 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
85
+ | FFNet-40S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.209 ms | 7 - 92 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
86
+ | FFNet-40S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.317 ms | 8 - 8 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
87
 
88
 
89
 
 
147
  FFNet-40S
148
  Device : cs_8275 (ANDROID 14)
149
  Runtime : TFLITE
150
+ Estimated inference time (ms) : 150.0
151
+ Estimated peak memory usage (MB): [2, 53]
152
  Total # Ops : 94
153
  Compute Unit(s) : npu (94 ops) gpu (0 ops) cpu (0 ops)
154
  ```
 
237
  You can also run the demo on-device.
238
 
239
  ```bash
240
+ python -m qai_hub_models.models.ffnet_40s.demo --eval-mode on-device
241
  ```
242
 
243
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
244
  environment, please add the following to your cell (instead of the above).
245
  ```
246
+ %run -m qai_hub_models.models.ffnet_40s.demo -- --eval-mode on-device
247
  ```
248
 
249