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add visualization
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ziao-guo committed Mar 21, 2023
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Expand Up @@ -6,14 +6,14 @@ A comparison of existing vision graph matching datasets is presented:

#### Comparison of Existing Vision Graph Matching Datasets

| **dataset name** | **# images** | **# classes** | **avg # nodes** | **# universe** | **partial rate** | **data type** | best-known f1 |
| ----------------------- | ------------ | ------------- | --------------- | -------------- | ---------------- | ------------- | --------------------------------------------------- |
| **CMU house/hotel** | 212 | 2 | 30 | 30 | 0.0% | gray-scale | 100% (learning-free, RRWM, ECCV 2012) |
| **Willow ObjectClass** | 404 | 5 | 10 | 10 | 0.0% | RGB | 97.8% (unsupervised learning, GANN, PAMI 2023) |
| **CUB2011** | 11788 | 200 | 12.0 | 15 | 20.0% | RGB | 83.2% (supervised learning, PCA-GM, ICCV 2019) |
| **Pascal VOC Keypoint** | 8702 | 20 | 9.07 | 6 to 23 | 28.5% | RGB | 62.8% (supervised learning, BBGM, ECCV 2020) |
| **IMC-PT-SparseGM-50** | 25765 | 16 | 21.36 | 50 | 57.3% | RGB | 72.9% (supervised learning, GCAN-AFAT-I, CVPR 2023) |
| **IMC-PT-SparseGM-100** | 25765 | 16 | 44.48 | 100 | 55.5% | RGB | 71.5%(supervised learning, GCAN-AFAT-U, CVPR 2023) |
| **dataset name** | **# images** | **# classes** | **avg # nodes** | avg # edges | **# universe** | **partial rate** | best-known f1 |
| ----------------------- | ------------ | ------------- | --------------- | ----------- | -------------- | ---------------- | --------------------------------------------------- |
| **CMU house/hotel** | 212 | 2 | 30 | \ | 30 | 0.0% | 100% (learning-free, RRWM, ECCV 2012) |
| **Willow ObjectClass** | 404 | 5 | 10 | \ | 10 | 0.0% | 97.8% (unsupervised learning, GANN, PAMI 2023) |
| **CUB2011** | 11788 | 200 | 12.0 | \ | 15 | 20.0% | 83.2% (supervised learning, PCA-GM, ICCV 2019) |
| **Pascal VOC Keypoint** | 8702 | 20 | 9.07 | \ | 6 to 23 | 28.5% | 62.8% (supervised learning, BBGM, ECCV 2020) |
| **IMC-PT-SparseGM-50** | 25765 | 16 | 21.36 | 54.71 | 50 | 57.3% | 72.9% (supervised learning, GCAN-AFAT-I, CVPR 2023) |
| **IMC-PT-SparseGM-100** | 25765 | 16 | 44.48 | 123.99 | 100 | 55.5% | 71.5%(supervised learning, GCAN-AFAT-U, CVPR 2023) |

The classes and number of images in each class are also presented:

Expand All @@ -37,6 +37,12 @@ A visualization of graph matching labels from **IMC-PT-SparseGM**:



A visualization of visual graphs in each class from **IMC-PT-SparseGM**:

![visual_graphs](./dataset_imgs/IMCPT_visual.jpg)



### IMCPT-SparseGM-generator

This generator creates IMCPT-SparseGM based on Image_Matching_Challange_Data.
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