Hugging Face's logo

qualcomm
/
FFNet-54S

Image Segmentation
PyTorch
LiteRT
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
06dcf34
·
verified ·
1 Parent(s): 3357b55

v0.32.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.32.0 for changelog.

Files changed (7) hide show
  1. .gitattributes +1 -0
  2. DEPLOYMENT_MODEL_LICENSE.pdf +3 -0
  3. FFNet-54S.onnx +2 -2
  4. FFNet-54S_w8a8.onnx +2 -2
  5. FFNet-54S_w8a8.tflite +1 -1
  6. LICENSE +2 -0
  7. README.md +22 -22
.gitattributes CHANGED
@@ -35,3 +35,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
  FFNet-54S.so filter=lfs diff=lfs merge=lfs -text
37
  FFNet-54S.dlc filter=lfs diff=lfs merge=lfs -text
 
 
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
  FFNet-54S.so filter=lfs diff=lfs merge=lfs -text
37
  FFNet-54S.dlc filter=lfs diff=lfs merge=lfs -text
38
+ DEPLOYMENT_MODEL_LICENSE.pdf filter=lfs diff=lfs merge=lfs -text
DEPLOYMENT_MODEL_LICENSE.pdf ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4409f93b0e82531303b3e10f52f1fdfb56467a25f05b7441c6bbd8bb8a64b42c
3
+ size 109629
FFNet-54S.onnx CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:9444840914faa6b5c73b9f68d104a3fe1a879e6fa29d1ab31957fa07a73f4c2d
3
- size 72188437
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:453f5dff6c7faf10c1cc1a35286d5d5fca6099a2f9950d49b184eaeeb6555b41
3
+ size 72194115
FFNet-54S_w8a8.onnx CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:0a0265415747b87bc77e5595d912d72cae95cbe42689a7b49dc8ca89c881b105
3
- size 72347392
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f89ab312f1435227278e71a38dae075fdf0a89c763f40dabb7af759cca0c757e
3
+ size 72347384
FFNet-54S_w8a8.tflite CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:08fcf279444a6ec7f740317f6b335d57a284b171f530ebabc2f446c94a5a4983
3
  size 18389432
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4b12842ab7c005fe99bfca33ca30c6e3a4a6b8f0d0dbc93b0e4ff143851f157d
3
  size 18389432
LICENSE ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ The license of the original trained model can be found at https://github.com/Qualcomm-AI-research/FFNet/blob/master/LICENSE.
2
+ The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found in DEPLOYMENT_MODEL_LICENSE.pdf.
README.md CHANGED
@@ -29,8 +29,8 @@ More details on model performance across various devices, can be found
29
  - **Model Stats:**
30
  - Model checkpoint: ffnet54S_dBBB_cityscapes_state_dict_quarts
31
  - Input resolution: 2048x1024
32
- - Number of parameters: 18.0M
33
  - Number of output classes: 19
 
34
  - Model size (float): 68.8 MB
35
  - Model size (w8a8): 17.5 MB
36
 
@@ -56,33 +56,33 @@ More details on model performance across various devices, can be found
56
  | FFNet-54S | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 52.241 ms | 24 - 81 MB | NPU | [FFNet-54S.dlc](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.dlc) |
57
  | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 45.968 ms | 0 - 27 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
58
  | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 36.392 ms | 24 - 49 MB | NPU | [FFNet-54S.dlc](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.dlc) |
59
- | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 31.721 ms | 29 - 118 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
60
  | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 31.178 ms | 1 - 94 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
61
  | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 25.417 ms | 24 - 87 MB | NPU | [FFNet-54S.dlc](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.dlc) |
62
- | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 21.093 ms | 28 - 104 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
63
  | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 26.299 ms | 2 - 64 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
64
  | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 19.529 ms | 24 - 94 MB | NPU | [FFNet-54S.dlc](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.dlc) |
65
- | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 16.785 ms | 28 - 84 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
66
  | FFNet-54S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 39.212 ms | 24 - 24 MB | NPU | [FFNet-54S.dlc](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.dlc) |
67
- | FFNet-54S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 33.155 ms | 24 - 24 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
68
- | FFNet-54S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 25.763 ms | 1 - 40 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
69
- | FFNet-54S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 10.734 ms | 1 - 64 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
70
- | FFNet-54S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 9.519 ms | 1 - 17 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
71
- | FFNet-54S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.251 ms | 1 - 41 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
72
- | FFNet-54S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 62.475 ms | 0 - 99 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
73
- | FFNet-54S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 321.566 ms | 0 - 2 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
74
- | FFNet-54S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 25.763 ms | 1 - 40 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
75
- | FFNet-54S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 9.513 ms | 1 - 13 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
76
- | FFNet-54S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 14.711 ms | 1 - 43 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
77
- | FFNet-54S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 9.583 ms | 1 - 12 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
78
- | FFNet-54S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.251 ms | 1 - 41 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
79
- | FFNet-54S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 9.603 ms | 1 - 16 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
80
- | FFNet-54S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 11.242 ms | 7 - 41 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
81
- | FFNet-54S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.926 ms | 0 - 60 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
82
- | FFNet-54S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 7.586 ms | 8 - 84 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
83
  | FFNet-54S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 6.792 ms | 1 - 45 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
84
- | FFNet-54S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.737 ms | 4 - 62 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
85
- | FFNet-54S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.335 ms | 12 - 12 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
86
 
87
 
88
 
 
29
  - **Model Stats:**
30
  - Model checkpoint: ffnet54S_dBBB_cityscapes_state_dict_quarts
31
  - Input resolution: 2048x1024
 
32
  - Number of output classes: 19
33
+ - Number of parameters: 18.0M
34
  - Model size (float): 68.8 MB
35
  - Model size (w8a8): 17.5 MB
36
 
 
56
  | FFNet-54S | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 52.241 ms | 24 - 81 MB | NPU | [FFNet-54S.dlc](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.dlc) |
57
  | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 45.968 ms | 0 - 27 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
58
  | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 36.392 ms | 24 - 49 MB | NPU | [FFNet-54S.dlc](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.dlc) |
59
+ | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 31.931 ms | 24 - 88 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
60
  | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 31.178 ms | 1 - 94 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
61
  | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 25.417 ms | 24 - 87 MB | NPU | [FFNet-54S.dlc](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.dlc) |
62
+ | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 21.674 ms | 30 - 112 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
63
  | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 26.299 ms | 2 - 64 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
64
  | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 19.529 ms | 24 - 94 MB | NPU | [FFNet-54S.dlc](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.dlc) |
65
+ | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 19.582 ms | 26 - 82 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
66
  | FFNet-54S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 39.212 ms | 24 - 24 MB | NPU | [FFNet-54S.dlc](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.dlc) |
67
+ | FFNet-54S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 33.066 ms | 24 - 24 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
68
+ | FFNet-54S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 25.835 ms | 1 - 40 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
69
+ | FFNet-54S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 10.805 ms | 1 - 62 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
70
+ | FFNet-54S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 9.499 ms | 1 - 14 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
71
+ | FFNet-54S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.232 ms | 1 - 40 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
72
+ | FFNet-54S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 62.195 ms | 0 - 97 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
73
+ | FFNet-54S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 319.533 ms | 1 - 3 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
74
+ | FFNet-54S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 25.835 ms | 1 - 40 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
75
+ | FFNet-54S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 9.507 ms | 1 - 16 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
76
+ | FFNet-54S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 14.7 ms | 1 - 43 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
77
+ | FFNet-54S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 9.54 ms | 1 - 18 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
78
+ | FFNet-54S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.232 ms | 1 - 40 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
79
+ | FFNet-54S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 9.509 ms | 1 - 13 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
80
+ | FFNet-54S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 11.457 ms | 6 - 42 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
81
+ | FFNet-54S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.93 ms | 0 - 60 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
82
+ | FFNet-54S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 7.53 ms | 6 - 77 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
83
  | FFNet-54S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 6.792 ms | 1 - 45 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
84
+ | FFNet-54S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.761 ms | 3 - 61 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
85
+ | FFNet-54S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.435 ms | 12 - 12 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
86
 
87
 
88