This repo is initially based on the Deep-Descriptor-Transforming.
- Spherical cluster method added paper.
- Test and evaluation script added.
- VOC & Object discovery dataset preprocessing.
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| impl | Airplane | Car | Horse | Mean |
|---|---|---|---|---|
| here(DDT) | 82.9 | 70.8 | 81.7 | 78.5 |
| paper | 91.46 | 95.51 | 77.42 | 88.13 |
| impl | aeroplane | bicycle | bird | boat | bottle | bus | car | cat | chair | cow | diningtable | dog | horse | motorbike | person | pottedplant | sheep | sofa | train | tvmonitor | Mean |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| here(DDT) | 61.4 | 52.2 | 64.2 | 16.3 | 23.9 | 61.5 | 66.5 | 87.0 | 18.9 | 54.0 | 22.4 | 74.0 | 76.2 | 68.4 | 39.7 | 19.4 | 30.9 | 47.2 | 68.8 | 23.4 | 48.8 |
| paper | 67.3 | 63.3 | 61.3 | 22.7 | 8.5 | 64.8 | 57.0 | 80.5 | 9.4 | 49.0 | 22.5 | 72.6 | 73.8 | 69.9 | 7.2 | 15.0 | 35.3 | 54.7 | 75.0 | 29.4 | 46.9 |
| impl | aeroplane | bicycle | bird | boat | bottle | bus | car | cat | chair | cow | diningtable | dog | horse | motorbike | person | pottedplant | sheep | sofa | train | tvmonitor | Mean |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| here(DDT) | 74.8 | 67.4 | 60.3 | 21.6 | 28.3 | 81.6 | 64.0 | 81.8 | 31.9 | 55.8 | 33.3 | 75.4 | 72.4 | 71.0 | 37.7 | 27.0 | 44.1 | 51.4 | 43.2 | 24.2 | 52.4 |
| paper | 76.7 | 67.1 | 57.9 | 30.5 | 13.0 | 81.9 | 48.3 | 75.7 | 18.4 | 48.8 | 27.5 | 71.8 | 66.8 | 73.5 | 6.1 | 18.5 | 38.0 | 54.7 | 78.6 | 34.6 | 49.4 |