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fix links in readme #689

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Oct 19, 2022
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fix links in readme #689

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16 changes: 8 additions & 8 deletions README.md
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Expand Up @@ -43,25 +43,25 @@ Object detection and instance segmentation are by far the most important fields

## <div align="center">Quick Start Examples</div>

[Check this link for a list of competitions that SAHI made us win 🚀](https://github.com/obss/sahi/issues/384)
[Check this link for a list of competitions that SAHI made us win 🚀](https://github.com/obss/sahi/discussions/688)

### Tutorials

- [Introduction to SAHI](https://medium.com/codable/sahi-a-vision-library-for-performing-sliced-inference-on-large-images-small-objects-c8b086af3b80)

- [Official paper](https://arxiv.org/abs/2202.06934) (ICIP 2022 oral, 11+ citations)
- [Official paper](https://arxiv.org/abs/2202.06934) (ICIP 2022 oral, 17+ citations) (NEW)

- [Pretrained weights and ICIP 2022 paper files](https://github.com/fcakyon/small-object-detection-benchmark)

- [Video inference support is live](https://github.com/obss/sahi/issues/457) (NEW)
- [Video inference support is live](https://github.com/obss/sahi/discussions/626)

- [Kaggle notebook](https://www.kaggle.com/remekkinas/sahi-slicing-aided-hyper-inference-yv5-and-yx)

- [Satellite object detection](https://blog.ml6.eu/how-to-detect-small-objects-in-very-large-images-70234bab0f98)

- [Error analysis plots & evaluation](https://github.com/obss/sahi/issues/356) (NEW)
- [Error analysis plots & evaluation](https://github.com/obss/sahi/discussions/622) (NEW)

- [Interactive result visualization and inspection](https://github.com/obss/sahi/issues/357) (NEW)
- [Interactive result visualization and inspection](https://github.com/obss/sahi/discussions/624) (NEW)

- [COCO dataset conversion](https://medium.com/codable/convert-any-dataset-to-coco-object-detection-format-with-sahi-95349e1fe2b7)

Expand Down Expand Up @@ -148,21 +148,21 @@ pip install transformers timm

Find detailed info on `sahi predict` command at [cli.md](docs/cli.md#predict-command-usage).

Find detailed info on video inference at [video inference tutorial](https://github.com/obss/sahi/issues/457).
Find detailed info on video inference at [video inference tutorial](https://github.com/obss/sahi/discussions/626).

Find detailed info on image/dataset slicing utilities at [slicing.md](docs/slicing.md).

### Error Analysis Plots & Evaluation

<img width="700" alt="sahi-analyse" src="https://user-images.githubusercontent.com/34196005/149537858-22b2e274-04e8-4e10-8139-6bdcea32feab.gif">

Find detailed info at [Error Analysis Plots & Evaluation](https://github.com/obss/sahi/issues/356).
Find detailed info at [Error Analysis Plots & Evaluation](https://github.com/obss/sahi/discussions/622).

### Interactive Visualization & Inspection

<img width="700" alt="sahi-fiftyone" src="https://user-images.githubusercontent.com/34196005/149321540-e6ddd5f3-36dc-4267-8574-a985dd0c6578.gif">

Find detailed info at [Interactive Result Visualization and Inspection](https://github.com/obss/sahi/issues/357).
Find detailed info at [Interactive Result Visualization and Inspection](https://github.com/obss/sahi/discussions/624).

### Other utilities

Expand Down