Hugging Face's logo

qualcomm
/
InternImage

Image Classification
PyTorch
bu_auto
android
Model card Files
xet
Community
InternImage
File size: 14,946 Bytes 
d88c6a7
 
 
 
 
 
 
 
 
 
 
 
1712825
d88c6a7
 
 
1712825
 
 
 
 
 
 
 
 
 
 
 
 
c566d99
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1712825
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d88c6a7
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
 
---
library_name: pytorch
license: other
tags:
- bu_auto
- android
pipeline_tag: image-classification

---

![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/web-assets/model_demo.png)

# InternImage: Optimized for Qualcomm Devices

InternImage employs DCNv3 as its core operator to equips the model with dynamic and effective receptive fields required for downstream tasks like object detection and segmentation, while enabling adaptive spatial aggregation.

This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/internimage) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).

Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.

## Getting Started
There are two ways to deploy this model on your device:

### Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

| Runtime | Precision | Chipset | SDK Versions | Download |
|---|---|---|---|---|
| PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
| PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5.zip)
| PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
| PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® X Elite | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-w8a8-qualcomm_snapdragon_x_elite.zip)
| PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-w8a8-qualcomm_snapdragon_8gen3.zip)
| PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® QCS6490 | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-w8a8-qualcomm_qcs6490.zip)
| PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-w8a8-qualcomm_qcs8550_proxy.zip)
| PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-w8a8-qualcomm_snapdragon_8_elite_for_galaxy.zip)
| PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-w8a8-qualcomm_snapdragon_7gen4.zip)
| PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-w8a8-qualcomm_snapdragon_8_elite_gen5.zip)
| PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® QCM6690 | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-w8a8-qualcomm_qcm6690.zip)
| PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® QCS9075 | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-precompiled_qnn_onnx-w8a8-qualcomm_qcs9075.zip)
| QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
| QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-float-qualcomm_qcs8275_proxy.zip)
| QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
| QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-float-qualcomm_sa8775p.zip)
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5.zip)
| QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-float-qualcomm_sa7255p.zip)
| QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-float-qualcomm_sa8295p.zip)
| QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-float-qualcomm_qcs9075.zip)
| QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-float-qualcomm_qcs8450_proxy.zip)
| QNN_CONTEXT_BINARY | w8a8 | Snapdragon® X Elite | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_snapdragon_x_elite.zip)
| QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_snapdragon_8gen3.zip)
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® QCS6490 | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_qcs6490.zip)
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® QCS8275 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_qcs8275_proxy.zip)
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_qcs8550_proxy.zip)
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8775P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_sa8775p.zip)
| QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_snapdragon_8_elite_for_galaxy.zip)
| QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_snapdragon_7gen4.zip)
| QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_snapdragon_8_elite_gen5.zip)
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA7255P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_sa7255p.zip)
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8295P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_sa8295p.zip)
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® QCM6690 | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_qcm6690.zip)
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® QCS9075 | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_qcs9075.zip)
| QNN_CONTEXT_BINARY | w8a8 | Qualcomm® QCS8450 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/internimage/releases/v0.46.0/internimage-qnn_context_binary-w8a8-qualcomm_qcs8450_proxy.zip)

For more device-specific assets and performance metrics, visit **[InternImage on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/internimage)**.


### Option 2: Export with Custom Configurations

Use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/internimage) Python library to compile and export the model with your own:
- Custom weights (e.g., fine-tuned checkpoints)
- Custom input shapes
- Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for [InternImage on GitHub](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/internimage) for usage instructions.

## Model Details

**Model Type:** Model_use_case.image_classification

**Model Stats:**
- Model checkpoint: internimage_t_1k_224
- Input resolution: 1x3x224x224
- Number of parameters: 30.6M
- Model size (float): 117 MB

## Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|---|---|---|---|---|---|---
| InternImage | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 52.506 ms | 66 - 66 MB | NPU
| InternImage | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 34.782 ms | 3 - 10 MB | NPU
| InternImage | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 50.286 ms | 0 - 81 MB | NPU
| InternImage | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 52.317 ms | 0 - 4 MB | NPU
| InternImage | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 26.287 ms | 1 - 9 MB | NPU
| InternImage | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 20.279 ms | 1 - 11 MB | NPU
| InternImage | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 52.126 ms | 1 - 1 MB | NPU
| InternImage | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 35.001 ms | 1 - 8 MB | NPU
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 95.386 ms | 1 - 9 MB | NPU
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 50.041 ms | 1 - 2 MB | NPU
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 51.556 ms | 1 - 3 MB | NPU
| InternImage | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 59.879 ms | 1 - 10 MB | NPU
| InternImage | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 25.489 ms | 1 - 15 MB | NPU
| InternImage | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 19.927 ms | 1 - 11 MB | NPU

## License
* The license for the original implementation of InternImage can be found
  [here](https://github.com/OpenGVLab/InternImage/tree/master?tab=MIT-1-ov-file).



## Community
* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).