Hugging Face's logo

qualcomm
/
ConvNext-Tiny

Image Classification
PyTorch
LiteRT
bu_auto
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
c5bc5c1
·
verified ·
1 Parent(s): aac88a7

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +30 -30
README.md CHANGED
@@ -34,35 +34,35 @@ More details on model performance across various devices, can be found
34
 
35
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
- | ConvNext-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.018 ms | 0 - 444 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
38
- | ConvNext-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.322 ms | 1 - 3 MB | FP16 | NPU | [ConvNext-Tiny.so](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.so) |
39
- | ConvNext-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.03 ms | 0 - 126 MB | FP16 | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
40
- | ConvNext-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.283 ms | 0 - 101 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
41
- | ConvNext-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.377 ms | 1 - 20 MB | FP16 | NPU | [ConvNext-Tiny.so](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.so) |
42
- | ConvNext-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.199 ms | 0 - 103 MB | FP16 | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
43
- | ConvNext-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.964 ms | 0 - 96 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
44
- | ConvNext-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.247 ms | 0 - 95 MB | FP16 | NPU | Use Export Script |
45
- | ConvNext-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.985 ms | 1 - 96 MB | FP16 | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
46
- | ConvNext-Tiny | SA7255P ADP | SA7255P | TFLITE | 96.221 ms | 0 - 92 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
47
- | ConvNext-Tiny | SA7255P ADP | SA7255P | QNN | 96.697 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
48
- | ConvNext-Tiny | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.03 ms | 0 - 442 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
49
- | ConvNext-Tiny | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.342 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
50
- | ConvNext-Tiny | SA8295P ADP | SA8295P | TFLITE | 8.994 ms | 0 - 94 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
51
- | ConvNext-Tiny | SA8295P ADP | SA8295P | QNN | 9.183 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
52
- | ConvNext-Tiny | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.02 ms | 0 - 448 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
53
- | ConvNext-Tiny | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.308 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
54
- | ConvNext-Tiny | SA8775P ADP | SA8775P | TFLITE | 5.199 ms | 0 - 91 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
55
- | ConvNext-Tiny | SA8775P ADP | SA8775P | QNN | 5.513 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
56
- | ConvNext-Tiny | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 96.221 ms | 0 - 92 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
57
- | ConvNext-Tiny | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 96.697 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
58
- | ConvNext-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.077 ms | 0 - 445 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
59
- | ConvNext-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.331 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
60
- | ConvNext-Tiny | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.199 ms | 0 - 91 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
61
- | ConvNext-Tiny | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.513 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
62
- | ConvNext-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 8.005 ms | 0 - 104 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
63
- | ConvNext-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 8.486 ms | 1 - 101 MB | FP16 | NPU | Use Export Script |
64
- | ConvNext-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.495 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
65
- | ConvNext-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.034 ms | 57 - 57 MB | FP16 | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
66
 
67
 
68
 
@@ -127,7 +127,7 @@ ConvNext-Tiny
127
  Device : Samsung Galaxy S23 (13)
128
  Runtime : TFLITE
129
  Estimated inference time (ms) : 3.0
130
- Estimated peak memory usage (MB): [0, 444]
131
  Total # Ops : 328
132
  Compute Unit(s) : NPU (328 ops)
133
  ```
 
34
 
35
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
+ | ConvNext-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.022 ms | 0 - 445 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
38
+ | ConvNext-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.361 ms | 0 - 421 MB | FP16 | NPU | [ConvNext-Tiny.so](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.so) |
39
+ | ConvNext-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.977 ms | 0 - 190 MB | FP16 | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
40
+ | ConvNext-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.282 ms | 0 - 103 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
41
+ | ConvNext-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.487 ms | 1 - 99 MB | FP16 | NPU | [ConvNext-Tiny.so](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.so) |
42
+ | ConvNext-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.184 ms | 0 - 101 MB | FP16 | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
43
+ | ConvNext-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.696 ms | 0 - 95 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
44
+ | ConvNext-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.945 ms | 0 - 95 MB | FP16 | NPU | Use Export Script |
45
+ | ConvNext-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.773 ms | 1 - 96 MB | FP16 | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
46
+ | ConvNext-Tiny | SA7255P ADP | SA7255P | TFLITE | 96.237 ms | 0 - 92 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
47
+ | ConvNext-Tiny | SA7255P ADP | SA7255P | QNN | 96.72 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
48
+ | ConvNext-Tiny | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.033 ms | 0 - 438 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
49
+ | ConvNext-Tiny | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.352 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
50
+ | ConvNext-Tiny | SA8295P ADP | SA8295P | TFLITE | 8.99 ms | 0 - 94 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
51
+ | ConvNext-Tiny | SA8295P ADP | SA8295P | QNN | 9.209 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
52
+ | ConvNext-Tiny | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.02 ms | 0 - 450 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
53
+ | ConvNext-Tiny | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.333 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
54
+ | ConvNext-Tiny | SA8775P ADP | SA8775P | TFLITE | 5.198 ms | 0 - 92 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
55
+ | ConvNext-Tiny | SA8775P ADP | SA8775P | QNN | 5.542 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
56
+ | ConvNext-Tiny | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 96.237 ms | 0 - 92 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
57
+ | ConvNext-Tiny | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 96.72 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
58
+ | ConvNext-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.023 ms | 0 - 449 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
59
+ | ConvNext-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.333 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
60
+ | ConvNext-Tiny | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.198 ms | 0 - 92 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
61
+ | ConvNext-Tiny | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.542 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
62
+ | ConvNext-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 8.24 ms | 0 - 103 MB | FP16 | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
63
+ | ConvNext-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 8.398 ms | 1 - 103 MB | FP16 | NPU | Use Export Script |
64
+ | ConvNext-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.496 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
65
+ | ConvNext-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.062 ms | 57 - 57 MB | FP16 | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
66
 
67
 
68
 
 
127
  Device : Samsung Galaxy S23 (13)
128
  Runtime : TFLITE
129
  Estimated inference time (ms) : 3.0
130
+ Estimated peak memory usage (MB): [0, 445]
131
  Total # Ops : 328
132
  Compute Unit(s) : NPU (328 ops)
133
  ```