Hugging Face's logo

qualcomm
/
ResNeXt50

Image Classification
PyTorch
LiteRT
backbone
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
f5ee2ed
·
verified ·
1 Parent(s): 4d5e28b

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. README.md +65 -65
  2. ResNeXt50_w8a8.onnx +2 -2
README.md CHANGED
@@ -36,67 +36,67 @@ More details on model performance across various devices, can be found
36
 
37
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
- | ResNeXt50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 12.13 ms | 0 - 79 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
40
- | ResNeXt50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 11.883 ms | 1 - 10 MB | NPU | Use Export Script |
41
- | ResNeXt50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.465 ms | 0 - 90 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
42
- | ResNeXt50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 4.047 ms | 1 - 36 MB | NPU | Use Export Script |
43
- | ResNeXt50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.493 ms | 0 - 19 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
44
- | ResNeXt50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.445 ms | 1 - 4 MB | NPU | Use Export Script |
45
- | ResNeXt50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.916 ms | 0 - 79 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
46
- | ResNeXt50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.763 ms | 1 - 15 MB | NPU | Use Export Script |
47
- | ResNeXt50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 12.13 ms | 0 - 79 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
48
- | ResNeXt50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 11.883 ms | 1 - 10 MB | NPU | Use Export Script |
49
- | ResNeXt50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.515 ms | 0 - 99 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
50
- | ResNeXt50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.427 ms | 1 - 4 MB | NPU | Use Export Script |
51
- | ResNeXt50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.01 ms | 0 - 80 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
52
- | ResNeXt50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.902 ms | 0 - 18 MB | NPU | Use Export Script |
53
- | ResNeXt50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.528 ms | 0 - 71 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
54
- | ResNeXt50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.46 ms | 1 - 3 MB | NPU | Use Export Script |
55
- | ResNeXt50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.916 ms | 0 - 79 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
56
- | ResNeXt50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.763 ms | 1 - 15 MB | NPU | Use Export Script |
57
- | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.5 ms | 0 - 214 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
58
- | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.465 ms | 1 - 15 MB | NPU | Use Export Script |
59
- | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.51 ms | 0 - 154 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
60
- | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.787 ms | 0 - 85 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
61
- | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.761 ms | 1 - 49 MB | NPU | Use Export Script |
62
- | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.856 ms | 0 - 47 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
63
- | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.653 ms | 0 - 81 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
64
- | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.641 ms | 1 - 43 MB | NPU | Use Export Script |
65
- | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.782 ms | 1 - 42 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
66
- | ResNeXt50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.598 ms | 1 - 1 MB | NPU | Use Export Script |
67
- | ResNeXt50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.454 ms | 50 - 50 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
68
- | ResNeXt50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.189 ms | 0 - 45 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
69
- | ResNeXt50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.465 ms | 0 - 10 MB | NPU | Use Export Script |
70
- | ResNeXt50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.17 ms | 0 - 61 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
71
- | ResNeXt50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.53 ms | 0 - 57 MB | NPU | Use Export Script |
72
- | ResNeXt50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.891 ms | 0 - 70 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
73
- | ResNeXt50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.073 ms | 0 - 3 MB | NPU | Use Export Script |
74
- | ResNeXt50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.186 ms | 0 - 47 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
75
- | ResNeXt50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.415 ms | 0 - 15 MB | NPU | Use Export Script |
76
- | ResNeXt50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.008 ms | 0 - 61 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
77
- | ResNeXt50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 4.507 ms | 0 - 12 MB | NPU | Use Export Script |
78
- | ResNeXt50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 80.236 ms | 0 - 128 MB | GPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
79
- | ResNeXt50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.189 ms | 0 - 45 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
80
- | ResNeXt50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.465 ms | 0 - 10 MB | NPU | Use Export Script |
81
- | ResNeXt50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.914 ms | 0 - 69 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
82
- | ResNeXt50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.081 ms | 0 - 2 MB | NPU | Use Export Script |
83
- | ResNeXt50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.467 ms | 0 - 48 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
84
- | ResNeXt50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.666 ms | 0 - 17 MB | NPU | Use Export Script |
85
- | ResNeXt50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.921 ms | 0 - 68 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
86
- | ResNeXt50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.087 ms | 0 - 2 MB | NPU | Use Export Script |
87
- | ResNeXt50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.186 ms | 0 - 47 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
88
- | ResNeXt50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.415 ms | 0 - 15 MB | NPU | Use Export Script |
89
- | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.899 ms | 0 - 69 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
90
- | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.096 ms | 0 - 16 MB | NPU | Use Export Script |
91
- | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.371 ms | 0 - 43 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
92
- | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.69 ms | 0 - 56 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
93
- | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.831 ms | 0 - 54 MB | NPU | Use Export Script |
94
- | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.966 ms | 0 - 66 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
95
- | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.568 ms | 0 - 52 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
96
- | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.72 ms | 0 - 53 MB | NPU | Use Export Script |
97
- | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.978 ms | 0 - 60 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
98
- | ResNeXt50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.19 ms | 0 - 0 MB | NPU | Use Export Script |
99
- | ResNeXt50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.312 ms | 27 - 27 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
100
 
101
 
102
 
@@ -160,8 +160,8 @@ Profiling Results
160
  ResNeXt50
161
  Device : cs_8275 (ANDROID 14)
162
  Runtime : TFLITE
163
- Estimated inference time (ms) : 12.1
164
- Estimated peak memory usage (MB): [0, 79]
165
  Total # Ops : 79
166
  Compute Unit(s) : npu (79 ops) gpu (0 ops) cpu (0 ops)
167
  ```
@@ -250,13 +250,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
250
  You can also run the demo on-device.
251
 
252
  ```bash
253
- python -m qai_hub_models.models.resnext50.demo --on-device
254
  ```
255
 
256
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
257
  environment, please add the following to your cell (instead of the above).
258
  ```
259
- %run -m qai_hub_models.models.resnext50.demo -- --on-device
260
  ```
261
 
262
 
 
36
 
37
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | ResNeXt50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 85.574 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
40
+ | ResNeXt50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 85.49 ms | 1 - 10 MB | NPU | Use Export Script |
41
+ | ResNeXt50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.391 ms | 0 - 97 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
42
+ | ResNeXt50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.854 ms | 0 - 39 MB | NPU | Use Export Script |
43
+ | ResNeXt50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.479 ms | 0 - 306 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
44
+ | ResNeXt50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.451 ms | 1 - 3 MB | NPU | Use Export Script |
45
+ | ResNeXt50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.911 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
46
+ | ResNeXt50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.742 ms | 1 - 11 MB | NPU | Use Export Script |
47
+ | ResNeXt50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 85.574 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
48
+ | ResNeXt50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 85.49 ms | 1 - 10 MB | NPU | Use Export Script |
49
+ | ResNeXt50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.499 ms | 0 - 143 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
50
+ | ResNeXt50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.44 ms | 1 - 3 MB | NPU | Use Export Script |
51
+ | ResNeXt50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.018 ms | 0 - 88 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
52
+ | ResNeXt50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.939 ms | 0 - 17 MB | NPU | Use Export Script |
53
+ | ResNeXt50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.507 ms | 0 - 313 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
54
+ | ResNeXt50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.441 ms | 1 - 3 MB | NPU | Use Export Script |
55
+ | ResNeXt50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.911 ms | 0 - 95 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
56
+ | ResNeXt50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.742 ms | 1 - 11 MB | NPU | Use Export Script |
57
+ | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.474 ms | 0 - 305 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
58
+ | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.418 ms | 1 - 16 MB | NPU | Use Export Script |
59
+ | ResNeXt50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.495 ms | 0 - 155 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
60
+ | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.768 ms | 0 - 104 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
61
+ | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.779 ms | 1 - 53 MB | NPU | Use Export Script |
62
+ | ResNeXt50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.885 ms | 0 - 54 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
63
+ | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.649 ms | 0 - 98 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.tflite) |
64
+ | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.434 ms | 1 - 50 MB | NPU | Use Export Script |
65
+ | ResNeXt50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.777 ms | 1 - 48 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
66
+ | ResNeXt50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.575 ms | 1 - 1 MB | NPU | Use Export Script |
67
+ | ResNeXt50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.445 ms | 50 - 50 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50.onnx) |
68
+ | ResNeXt50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 10.193 ms | 0 - 49 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
69
+ | ResNeXt50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 10.439 ms | 0 - 9 MB | NPU | Use Export Script |
70
+ | ResNeXt50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.092 ms | 0 - 62 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
71
+ | ResNeXt50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.437 ms | 0 - 58 MB | NPU | Use Export Script |
72
+ | ResNeXt50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.909 ms | 0 - 93 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
73
+ | ResNeXt50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.085 ms | 0 - 3 MB | NPU | Use Export Script |
74
+ | ResNeXt50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.223 ms | 0 - 50 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
75
+ | ResNeXt50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.406 ms | 0 - 12 MB | NPU | Use Export Script |
76
+ | ResNeXt50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.064 ms | 0 - 65 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
77
+ | ResNeXt50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 4.41 ms | 0 - 12 MB | NPU | Use Export Script |
78
+ | ResNeXt50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 75.144 ms | 0 - 131 MB | GPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
79
+ | ResNeXt50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 10.193 ms | 0 - 49 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
80
+ | ResNeXt50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 10.439 ms | 0 - 9 MB | NPU | Use Export Script |
81
+ | ResNeXt50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.908 ms | 0 - 92 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
82
+ | ResNeXt50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.085 ms | 0 - 2 MB | NPU | Use Export Script |
83
+ | ResNeXt50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.48 ms | 0 - 51 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
84
+ | ResNeXt50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.701 ms | 0 - 18 MB | NPU | Use Export Script |
85
+ | ResNeXt50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.928 ms | 0 - 91 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
86
+ | ResNeXt50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.094 ms | 0 - 2 MB | NPU | Use Export Script |
87
+ | ResNeXt50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.223 ms | 0 - 50 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
88
+ | ResNeXt50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.406 ms | 0 - 12 MB | NPU | Use Export Script |
89
+ | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.912 ms | 0 - 92 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
90
+ | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.083 ms | 0 - 12 MB | NPU | Use Export Script |
91
+ | ResNeXt50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.393 ms | 0 - 52 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
92
+ | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.68 ms | 0 - 59 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
93
+ | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.816 ms | 0 - 55 MB | NPU | Use Export Script |
94
+ | ResNeXt50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.996 ms | 0 - 68 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
95
+ | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.606 ms | 0 - 52 MB | NPU | [ResNeXt50.tflite](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.tflite) |
96
+ | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.722 ms | 0 - 52 MB | NPU | Use Export Script |
97
+ | ResNeXt50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.003 ms | 0 - 60 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
98
+ | ResNeXt50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.202 ms | 0 - 0 MB | NPU | Use Export Script |
99
+ | ResNeXt50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.327 ms | 27 - 27 MB | NPU | [ResNeXt50.onnx](https://huggingface.co/qualcomm/ResNeXt50/blob/main/ResNeXt50_w8a8.onnx) |
100
 
101
 
102
 
 
160
  ResNeXt50
161
  Device : cs_8275 (ANDROID 14)
162
  Runtime : TFLITE
163
+ Estimated inference time (ms) : 85.6
164
+ Estimated peak memory usage (MB): [0, 95]
165
  Total # Ops : 79
166
  Compute Unit(s) : npu (79 ops) gpu (0 ops) cpu (0 ops)
167
  ```
 
250
  You can also run the demo on-device.
251
 
252
  ```bash
253
+ python -m qai_hub_models.models.resnext50.demo --eval-mode on-device
254
  ```
255
 
256
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
257
  environment, please add the following to your cell (instead of the above).
258
  ```
259
+ %run -m qai_hub_models.models.resnext50.demo -- --eval-mode on-device
260
  ```
261
 
262
 
ResNeXt50_w8a8.onnx CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:42aaf942946f2954be34042bbca2a73e6c7eedba1ccf5c131e8e5ea4e57b9389
3
- size 100207489
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:65aa99b1c3aede435a053c7023b68ffbda66fc921c62292fbe1041db7ad95457
3
+ size 100216102