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license: mit |
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## The NINCO dataset |
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The **NINCO** (**N**o **I**mageNet **C**lass **O**bjects) dataset consists of 64 OOD classes with a total of 5879 samples. |
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The OOD classes were selected to have no categorical overlap with any classes of ImageNet-1K. |
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Then we inspected each sample individually to not contain ID objects. |
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### Examples of individual sorting decisions: |
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**Top:** Samples that were excluded due to overlap with ID classes. **Bottom:** Samples from the same |
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OOD class that were included in the cleaned datasets. |
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### Examples images from some of the most difficult NINCO OOD classes |
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Examples from <span style="color:#BF008C"> NINCO OOD classes </span> (first row) and from the <span style="color:blue">ImageNet-1K class</span> (second row) which the <span style="color:BF008C"> OOD class </span> is most frequently confused for. |
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## Cleaned Popular Datasets and OOD Unit Tests |
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Besides NINCO, we provide (in the same .tar.gz file) truly OOD versions of 11 popular OOD datasets with in total 2715 OOD samples. |
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MIT License |
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Copyright (c) 2023 Julian Bitterwolf and Maximilian Müller |
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Permission is hereby granted, free of charge, to any person obtaining a copy |
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of this software and associated documentation files (the "Software"), to deal |
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in the Software without restriction, including without limitation the rights |
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell |
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copies of the Software, and to permit persons to whom the Software is |
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furnished to do so, subject to the following conditions: |
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The above copyright notice and this permission notice shall be included in all |
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copies or substantial portions of the Software. |
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
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SOFTWARE. |
