v0.31.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.
- .gitattributes +2 -0
- Mobile-VIT.dlc +3 -0
- Mobile-VIT_w8a16.dlc +3 -0
- README.md +49 -35
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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Mobile-VIT.dlc filter=lfs diff=lfs merge=lfs -text
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Mobile-VIT_w8a16.dlc filter=lfs diff=lfs merge=lfs -text
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Mobile-VIT.dlc
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version https://git-lfs.github.com/spec/v1
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oid sha256:1cb4c0e787f71dab663e7830bf769ff64007cfeb909b05523bfd7778e9c57619
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size 22724519
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Mobile-VIT_w8a16.dlc
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version https://git-lfs.github.com/spec/v1
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oid sha256:f085a90cc1aaf958f2f531f00e92c41f912c288d5e92725f31293066811384b4
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size 6821226
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README.md
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@@ -35,39 +35,53 @@ More details on model performance across various devices, can be found
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| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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|---|---|---|---|---|---|---|---|---|
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| Mobile-VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE |
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| Mobile-VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) |
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| Mobile-VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 6.
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| Mobile-VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) |
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| Mobile-VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.
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| Mobile-VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) |
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| Mobile-VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.
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| Mobile-VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) |
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| Mobile-VIT | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
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| Mobile-VIT | float | SA7255P ADP | Qualcomm® SA7255P |
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| Mobile-VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.
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| Mobile-VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) |
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| Mobile-VIT | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 7.
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| Mobile-VIT | float | SA8295P ADP | Qualcomm® SA8295P |
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| Mobile-VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.
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| Mobile-VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) |
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| Mobile-VIT | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.
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| Mobile-VIT | float | SA8775P ADP | Qualcomm® SA8775P |
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| Mobile-VIT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 4.
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| Mobile-VIT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile |
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| Mobile-VIT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.
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| Mobile-VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.
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| Mobile-VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| Mobile-VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.
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| Mobile-VIT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 3.
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| Mobile-VIT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile |
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| Mobile-VIT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX |
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| Mobile-VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite |
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| Mobile-VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 |
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@@ -131,8 +145,8 @@ Profiling Results
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Mobile-VIT
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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-
Estimated inference time (ms) :
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Estimated peak memory usage (MB): [0,
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Total # Ops : 577
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Compute Unit(s) : npu (577 ops) gpu (0 ops) cpu (0 ops)
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```
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| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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|---|---|---|---|---|---|---|---|---|
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+
| Mobile-VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 12.171 ms | 0 - 44 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 11.071 ms | 1 - 47 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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+
| Mobile-VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 6.759 ms | 0 - 51 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 6.473 ms | 1 - 48 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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+
| Mobile-VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.771 ms | 0 - 69 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 4.305 ms | 1 - 14 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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| Mobile-VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.599 ms | 0 - 44 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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| Mobile-VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 5.196 ms | 1 - 47 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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| Mobile-VIT | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 12.171 ms | 0 - 44 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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| Mobile-VIT | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 11.071 ms | 1 - 47 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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| Mobile-VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.789 ms | 0 - 70 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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| Mobile-VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 4.347 ms | 0 - 13 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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| Mobile-VIT | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 7.927 ms | 0 - 42 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 7.361 ms | 1 - 39 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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+
| Mobile-VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.735 ms | 0 - 71 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 4.358 ms | 4 - 17 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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+
| Mobile-VIT | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.599 ms | 0 - 44 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 5.196 ms | 1 - 47 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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+
| Mobile-VIT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 4.753 ms | 0 - 71 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 4.336 ms | 1 - 13 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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+
| Mobile-VIT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.755 ms | 0 - 43 MB | NPU | [Mobile-VIT.onnx](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.onnx) |
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+
| Mobile-VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.287 ms | 0 - 58 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.918 ms | 0 - 60 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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+
| Mobile-VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.159 ms | 0 - 67 MB | NPU | [Mobile-VIT.onnx](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.onnx) |
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+
| Mobile-VIT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 3.223 ms | 0 - 47 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.809 ms | 1 - 53 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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+
| Mobile-VIT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.122 ms | 1 - 51 MB | NPU | [Mobile-VIT.onnx](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.onnx) |
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+
| Mobile-VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.794 ms | 37 - 37 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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+
| Mobile-VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.952 ms | 12 - 12 MB | NPU | [Mobile-VIT.onnx](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.onnx) |
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+
| Mobile-VIT | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.947 ms | 0 - 36 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.567 ms | 0 - 47 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.855 ms | 0 - 17 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.366 ms | 0 - 38 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 17.257 ms | 0 - 97 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.947 ms | 0 - 36 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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| Mobile-VIT | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.9 ms | 0 - 15 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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| Mobile-VIT | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 5.043 ms | 0 - 39 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.904 ms | 0 - 17 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.366 ms | 0 - 38 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 3.918 ms | 0 - 16 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.501 ms | 15 - 73 MB | NPU | [Mobile-VIT.onnx](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.onnx) |
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| Mobile-VIT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.557 ms | 13 - 62 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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| Mobile-VIT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.133 ms | 16 - 162 MB | NPU | [Mobile-VIT.onnx](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.onnx) |
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+
| Mobile-VIT | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.271 ms | 0 - 40 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 7.003 ms | 15 - 130 MB | NPU | [Mobile-VIT.onnx](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.onnx) |
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+
| Mobile-VIT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.467 ms | 0 - 0 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.301 ms | 29 - 29 MB | NPU | [Mobile-VIT.onnx](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.onnx) |
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Mobile-VIT
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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+
Estimated inference time (ms) : 12.2
|
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+
Estimated peak memory usage (MB): [0, 44]
|
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Total # Ops : 577
|
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Compute Unit(s) : npu (577 ops) gpu (0 ops) cpu (0 ops)
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```
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