Hugging Face's logo

qualcomm
/
FFNet-40S

Image Segmentation
PyTorch
LiteRT
real_time
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
e8eda95
·
verified ·
1 Parent(s): cd89bf7

v0.42.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.

Files changed (4) hide show
  1. FFNet-40S_float.dlc +2 -2
  2. FFNet-40S_float.onnx.zip +1 -1
  3. FFNet-40S_w8a8.onnx.zip +1 -1
  4. README.md +57 -55
FFNet-40S_float.dlc CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:2b40aced6c8d6a611eb33f8e50e2b0cdefadc874226f6d873f26b3558a99a1c2
3
- size 55774692
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cf85c0b65ba73486501dbd8597da6267ecbf243cbc16b307042a8d4fbd742768
3
+ size 55774788
FFNet-40S_float.onnx.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:6a0445988336f4a91170f1fe2f2749c5a8a71d5161734b89ea08984b97e76203
3
  size 51916184
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f16b4fb0a1a5e84d3a3e958bbee24a857caa042ef3740670e5140817b8928da6
3
  size 51916184
FFNet-40S_w8a8.onnx.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:6aa1cc6d46953ebee5375a6169d3dd49501714ce153543892dceac439cf5a60f
3
  size 23590562
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:02b7772f9ef09a5669c8228f51522f0a75c6aadc29a2f8eefdff75451a4fc09b
3
  size 23590562
README.md CHANGED
@@ -38,57 +38,59 @@ More details on model performance across various devices, can be found
38
 
39
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
40
  |---|---|---|---|---|---|---|---|---|
41
- | FFNet-40S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 149.823 ms | 0 - 55 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
42
- | FFNet-40S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 132.385 ms | 23 - 82 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
43
- | FFNet-40S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 56.301 ms | 2 - 84 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
44
- | FFNet-40S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 65.869 ms | 24 - 86 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
45
- | FFNet-40S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 45.167 ms | 2 - 18 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
46
- | FFNet-40S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 34.622 ms | 24 - 53 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
47
- | FFNet-40S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 29.247 ms | 24 - 72 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx.zip) |
48
- | FFNet-40S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 58.43 ms | 2 - 57 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
49
- | FFNet-40S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 47.006 ms | 24 - 83 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
50
- | FFNet-40S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 149.823 ms | 0 - 55 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
51
- | FFNet-40S | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 132.385 ms | 23 - 82 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
52
- | FFNet-40S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 45.224 ms | 2 - 36 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
53
- | FFNet-40S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 34.767 ms | 26 - 55 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
54
- | FFNet-40S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 64.045 ms | 2 - 59 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
55
- | FFNet-40S | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 51.991 ms | 24 - 84 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
56
- | FFNet-40S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 45.29 ms | 2 - 18 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
57
- | FFNet-40S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 34.627 ms | 24 - 49 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
58
- | FFNet-40S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 58.43 ms | 2 - 57 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
59
- | FFNet-40S | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 47.006 ms | 24 - 83 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
60
- | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 29.408 ms | 1 - 82 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
61
- | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 24.048 ms | 18 - 83 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
62
- | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 18.749 ms | 30 - 89 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx.zip) |
63
- | FFNet-40S | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 23.67 ms | 2 - 61 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
64
- | FFNet-40S | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 17.378 ms | 12 - 79 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
65
- | FFNet-40S | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 14.056 ms | 7 - 67 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx.zip) |
66
- | FFNet-40S | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 19.702 ms | 2 - 60 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
67
- | FFNet-40S | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 12.74 ms | 20 - 103 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
68
- | FFNet-40S | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 10.655 ms | 29 - 101 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx.zip) |
69
- | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 35.583 ms | 24 - 24 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
70
- | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 28.169 ms | 24 - 24 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx.zip) |
71
- | FFNet-40S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 23.309 ms | 1 - 38 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
72
- | FFNet-40S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.846 ms | 1 - 57 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
73
- | FFNet-40S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 8.865 ms | 1 - 15 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
74
- | FFNet-40S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 10.264 ms | 0 - 44 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
75
- | FFNet-40S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 9.642 ms | 1 - 39 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
76
- | FFNet-40S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 56.244 ms | 1 - 126 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
77
- | FFNet-40S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 358.57 ms | 211 - 227 MB | CPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
78
- | FFNet-40S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 309.257 ms | 0 - 3 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
79
- | FFNet-40S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 305.24 ms | 196 - 208 MB | CPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
80
- | FFNet-40S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 23.309 ms | 1 - 38 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
81
- | FFNet-40S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 8.875 ms | 2 - 20 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
82
- | FFNet-40S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 13.363 ms | 1 - 46 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
83
- | FFNet-40S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 8.86 ms | 1 - 13 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
84
- | FFNet-40S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 9.642 ms | 1 - 39 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
85
- | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.456 ms | 1 - 55 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
86
- | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 7.226 ms | 6 - 74 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
87
- | FFNet-40S | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 5.19 ms | 0 - 46 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
88
- | FFNet-40S | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 5.197 ms | 0 - 55 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
89
- | FFNet-40S | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 4.731 ms | 1 - 45 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
90
- | FFNet-40S | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 3.94 ms | 6 - 65 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
91
- | FFNet-40S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 10.847 ms | 9 - 9 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
 
 
92
 
93
 
94
 
@@ -103,9 +105,9 @@ pip install "qai-hub-models[ffnet-40s]"
103
  ```
104
 
105
 
106
- ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
107
 
108
- Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
109
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
110
 
111
  With this API token, you can configure your client to run models on the cloud
@@ -113,7 +115,7 @@ hosted devices.
113
  ```bash
114
  qai-hub configure --api_token API_TOKEN
115
  ```
116
- Navigate to [docs](https://app.aihub.qualcomm.com/docs/) for more information.
117
 
118
 
119
 
@@ -224,7 +226,7 @@ With the output of the model, you can compute like PSNR, relative errors or
224
  spot check the output with expected output.
225
 
226
  **Note**: This on-device profiling and inference requires access to Qualcomm®
227
- AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
228
 
229
 
230
 
 
38
 
39
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
40
  |---|---|---|---|---|---|---|---|---|
41
+ | FFNet-40S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 149.685 ms | 1 - 57 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
42
+ | FFNet-40S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 132.358 ms | 24 - 85 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
43
+ | FFNet-40S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 55.573 ms | 1 - 85 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
44
+ | FFNet-40S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 66.359 ms | 24 - 85 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
45
+ | FFNet-40S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 45.265 ms | 3 - 20 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
46
+ | FFNet-40S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 34.547 ms | 24 - 48 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
47
+ | FFNet-40S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 28.279 ms | 0 - 46 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx.zip) |
48
+ | FFNet-40S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 58.449 ms | 0 - 56 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
49
+ | FFNet-40S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 47.016 ms | 24 - 85 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
50
+ | FFNet-40S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 149.685 ms | 1 - 57 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
51
+ | FFNet-40S | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 132.358 ms | 24 - 85 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
52
+ | FFNet-40S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 45.042 ms | 2 - 28 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
53
+ | FFNet-40S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 34.662 ms | 24 - 40 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
54
+ | FFNet-40S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 64.117 ms | 2 - 60 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
55
+ | FFNet-40S | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 51.891 ms | 24 - 84 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
56
+ | FFNet-40S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 45.337 ms | 2 - 32 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
57
+ | FFNet-40S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 34.89 ms | 25 - 52 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
58
+ | FFNet-40S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 58.449 ms | 0 - 56 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
59
+ | FFNet-40S | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 47.016 ms | 24 - 85 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
60
+ | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 29.359 ms | 1 - 83 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
61
+ | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 23.726 ms | 23 - 89 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
62
+ | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 19.352 ms | 29 - 82 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx.zip) |
63
+ | FFNet-40S | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 23.388 ms | 2 - 61 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
64
+ | FFNet-40S | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 17.612 ms | 24 - 101 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
65
+ | FFNet-40S | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 14.059 ms | 7 - 67 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx.zip) |
66
+ | FFNet-40S | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 19.683 ms | 1 - 61 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
67
+ | FFNet-40S | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 12.8 ms | 23 - 109 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
68
+ | FFNet-40S | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 10.68 ms | 30 - 102 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx.zip) |
69
+ | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 35.666 ms | 24 - 24 MB | NPU | [FFNet-40S.dlc](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.dlc) |
70
+ | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 28.19 ms | 24 - 24 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx.zip) |
71
+ | FFNet-40S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 23.317 ms | 1 - 39 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
72
+ | FFNet-40S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.818 ms | 1 - 57 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
73
+ | FFNet-40S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 8.868 ms | 1 - 9 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
74
+ | FFNet-40S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 10.273 ms | 0 - 46 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
75
+ | FFNet-40S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 9.652 ms | 0 - 39 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
76
+ | FFNet-40S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 56.133 ms | 1 - 128 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
77
+ | FFNet-40S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 358.19 ms | 211 - 227 MB | CPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
78
+ | FFNet-40S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 306.303 ms | 1 - 3 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
79
+ | FFNet-40S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 307.289 ms | 197 - 216 MB | CPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
80
+ | FFNet-40S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 23.317 ms | 1 - 39 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
81
+ | FFNet-40S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 8.879 ms | 1 - 16 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
82
+ | FFNet-40S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 13.381 ms | 1 - 44 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
83
+ | FFNet-40S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 8.873 ms | 0 - 17 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
84
+ | FFNet-40S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 9.652 ms | 0 - 39 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
85
+ | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.452 ms | 1 - 53 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
86
+ | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 7.238 ms | 7 - 71 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
87
+ | FFNet-40S | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 5.202 ms | 1 - 46 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
88
+ | FFNet-40S | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 5.225 ms | 1 - 56 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
89
+ | FFNet-40S | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | TFLITE | 13.506 ms | 1 - 56 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
90
+ | FFNet-40S | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 358.547 ms | 215 - 231 MB | CPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
91
+ | FFNet-40S | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 4.735 ms | 1 - 45 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
92
+ | FFNet-40S | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 3.967 ms | 5 - 64 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
93
+ | FFNet-40S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 10.866 ms | 8 - 8 MB | NPU | [FFNet-40S.onnx.zip](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx.zip) |
94
 
95
 
96
 
 
105
  ```
106
 
107
 
108
+ ## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
109
 
110
+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
111
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
112
 
113
  With this API token, you can configure your client to run models on the cloud
 
115
  ```bash
116
  qai-hub configure --api_token API_TOKEN
117
  ```
118
+ Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
119
 
120
 
121
 
 
226
  spot check the output with expected output.
227
 
228
  **Note**: This on-device profiling and inference requires access to Qualcomm®
229
+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
230
 
231
 
232