Hugging Face's logo

qualcomm
/
ResNeXt101

Image Classification
PyTorch
TF Lite
ONNX
backbone
android
Model card Files Community
qaihm-bot commited on
Commit
06d9e34
·
verified ·
1 Parent(s): b1b70d2

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +26 -25
README.md CHANGED
@@ -35,30 +35,31 @@ More details on model performance across various devices, can be found
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
- | ResNeXt101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 6.511 ms | 0 - 38 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
39
- | ResNeXt101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 6.63 ms | 0 - 32 MB | FP16 | NPU | [ResNeXt101.so](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.so) |
40
- | ResNeXt101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 7.105 ms | 0 - 194 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
41
- | ResNeXt101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 4.666 ms | 0 - 88 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
42
- | ResNeXt101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.757 ms | 1 - 89 MB | FP16 | NPU | [ResNeXt101.so](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.so) |
43
- | ResNeXt101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 5.13 ms | 0 - 373 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
44
- | ResNeXt101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.616 ms | 0 - 97 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
45
- | ResNeXt101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 4.691 ms | 0 - 95 MB | FP16 | NPU | Use Export Script |
46
- | ResNeXt101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 5.091 ms | 0 - 161 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
47
- | ResNeXt101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 6.443 ms | 0 - 34 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
48
- | ResNeXt101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 6.769 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
- | ResNeXt101 | SA7255P ADP | SA7255P | TFLITE | 272.498 ms | 0 - 96 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
50
- | ResNeXt101 | SA7255P ADP | SA7255P | QNN | 273.074 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
51
- | ResNeXt101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 6.431 ms | 0 - 34 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
52
- | ResNeXt101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 6.84 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
- | ResNeXt101 | SA8295P ADP | SA8295P | TFLITE | 10.716 ms | 0 - 50 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
54
- | ResNeXt101 | SA8295P ADP | SA8295P | QNN | 10.958 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
55
- | ResNeXt101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 6.499 ms | 0 - 34 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
56
- | ResNeXt101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 6.811 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
57
- | ResNeXt101 | SA8775P ADP | SA8775P | QNN | 12.373 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
58
- | ResNeXt101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.22 ms | 0 - 57 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
59
- | ResNeXt101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 9.234 ms | 1 - 57 MB | FP16 | NPU | Use Export Script |
60
- | ResNeXt101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.844 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
61
- | ResNeXt101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.81 ms | 173 - 173 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
 
62
 
63
 
64
 
@@ -123,7 +124,7 @@ ResNeXt101
123
  Device : Samsung Galaxy S23 (13)
124
  Runtime : TFLITE
125
  Estimated inference time (ms) : 6.5
126
- Estimated peak memory usage (MB): [0, 38]
127
  Total # Ops : 147
128
  Compute Unit(s) : NPU (147 ops)
129
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | ResNeXt101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 6.455 ms | 0 - 35 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
39
+ | ResNeXt101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 6.625 ms | 0 - 37 MB | FP16 | NPU | [ResNeXt101.so](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.so) |
40
+ | ResNeXt101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 7.141 ms | 1 - 4 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
41
+ | ResNeXt101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 4.668 ms | 0 - 90 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
42
+ | ResNeXt101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.704 ms | 1 - 89 MB | FP16 | NPU | [ResNeXt101.so](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.so) |
43
+ | ResNeXt101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.995 ms | 1 - 376 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
44
+ | ResNeXt101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.582 ms | 0 - 98 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
45
+ | ResNeXt101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 4.649 ms | 0 - 97 MB | FP16 | NPU | Use Export Script |
46
+ | ResNeXt101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.506 ms | 0 - 161 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
47
+ | ResNeXt101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 6.502 ms | 0 - 34 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
48
+ | ResNeXt101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 6.763 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
+ | ResNeXt101 | SA7255P ADP | SA7255P | TFLITE | 272.495 ms | 0 - 97 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
50
+ | ResNeXt101 | SA7255P ADP | SA7255P | QNN | 272.992 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
51
+ | ResNeXt101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 6.474 ms | 0 - 34 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
52
+ | ResNeXt101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 6.905 ms | 0 - 1 MB | FP16 | NPU | Use Export Script |
53
+ | ResNeXt101 | SA8295P ADP | SA8295P | TFLITE | 10.702 ms | 0 - 51 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
54
+ | ResNeXt101 | SA8295P ADP | SA8295P | QNN | 10.882 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
55
+ | ResNeXt101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 6.454 ms | 0 - 35 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
56
+ | ResNeXt101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 6.864 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
57
+ | ResNeXt101 | SA8775P ADP | SA8775P | TFLITE | 12.407 ms | 0 - 97 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
58
+ | ResNeXt101 | SA8775P ADP | SA8775P | QNN | 12.414 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
59
+ | ResNeXt101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.109 ms | 0 - 57 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
60
+ | ResNeXt101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 9.486 ms | 0 - 56 MB | FP16 | NPU | Use Export Script |
61
+ | ResNeXt101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.867 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
62
+ | ResNeXt101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.762 ms | 174 - 174 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
63
 
64
 
65
 
 
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 6.5
127
+ Estimated peak memory usage (MB): [0, 35]
128
  Total # Ops : 147
129
  Compute Unit(s) : NPU (147 ops)
130
  ```