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[benchmark/WIP] Add ClipShots to the evaluation set #498

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[benchmark/WIP] Add ClipShots to the evaluation set #498

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25 changes: 23 additions & 2 deletions benchmark/README.md
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Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
# Benchmarking PySceneDetect
This repository benchmarks the performance of PySceneDetect in terms of both latency and accuracy.
We evaluate it using the standard dataset for video shot detection: [BBC](https://zenodo.org/records/14865504) and [AutoShot](https://drive.google.com/file/d/17diRkLlNUUjHDooXdqFUTXYje2-x4Yt6/view?usp=sharing).
We evaluate it using the standard dataset for video shot detection: [BBC](https://zenodo.org/records/14865504), [AutoShot](https://drive.google.com/file/d/17diRkLlNUUjHDooXdqFUTXYje2-x4Yt6/view?usp=sharing), and [ClipShots](https://drive.google.com/drive/folders/1AAhTbNroSFsygHBXa88emCU7f50MxI8t).

## Dataset Download
### BBC
Expand All @@ -19,10 +19,18 @@ rm -rf BBC/videos.zip
### AutoShot
Download `AutoShot_test.tar.gz` from [Google drive](https://drive.google.com/file/d/17diRkLlNUUjHDooXdqFUTXYje2-x4Yt6/view?usp=sharing).
```
tar -zxvf AutoShot.tar.gz
tar -zxvf AutoShot.tar.gz -C AutoShot
rm AutoShot.tar.gz
```

### ClipShots
Download `ClipShots-a`, `ClipShots-b`, `ClipShots-c` from [Google drive](https://drive.google.com/drive/folders/1AAhTbNroSFsygHBXa88emCU7f50MxI8t).
```
cat ClipShots-{a,b,c} > ClipShots.tar.gz
tar -zxvf ClipShots.tar.gz -C ClipShots
rm ClipShots.tar.gz
```

## Evaluation
To evaluate PySceneDetect on a dataset, run the following command from the root of the repo:
```
Expand Down Expand Up @@ -61,6 +69,9 @@ The performance is computed as recall, precision, f1, and elapsed time.
| HistogramDetector | 63.36 | 53.34 | 57.92 | 1.23 |
| ThresholdDetector | 0.75 | 38.64 | 1.47 | 1.24 |

#### ClipShots
TBD

## Citation
### BBC
```
Expand All @@ -81,3 +92,13 @@ The performance is computed as recall, precision, f1, and elapsed time.
year = {2023},
}
```

### ClipShots
```
@InProceedings{clipshots_dataset,
author = {Shitao Tang and Litong Feng and Zhanghui Kuang and Yimin Chen and Wei Zhang},
title = {Fast Video Shot Transition Localization with Deep Structured Models},
booktitle = {Proceedings of the Asian Conference on Computer Vision (ACCV)},
year = {2018},
}
```