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diff=lfs merge=lfs -text +head_detect_v0_n_yv11/labels_correlogram.jpg filter=lfs diff=lfs merge=lfs -text +head_detect_v0_n_yv11/results.png filter=lfs diff=lfs merge=lfs -text +head_detect_v0_s/confusion_matrix.png filter=lfs diff=lfs merge=lfs -text +head_detect_v0_s/labels.jpg filter=lfs diff=lfs merge=lfs -text +head_detect_v0_s/labels_correlogram.jpg filter=lfs diff=lfs merge=lfs -text +head_detect_v0_s/results.png filter=lfs diff=lfs merge=lfs -text +head_detect_v0_s_yv11/confusion_matrix.png filter=lfs diff=lfs merge=lfs -text +head_detect_v0_s_yv11/labels.jpg filter=lfs diff=lfs merge=lfs -text +head_detect_v0_s_yv11/labels_correlogram.jpg filter=lfs diff=lfs merge=lfs -text +head_detect_v0_s_yv11/results.png filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..6ef611de25bcbd1936d41876ec16d5b5bd800cac --- /dev/null +++ b/README.md @@ -0,0 +1,49 @@ +--- +datasets: +- deepghs/real_head_detection +- deepghs/anime_head_detection +pipeline_tag: object-detection +library_name: dghs-imgutils +tags: +- art +- anime +- photo +- head +--- + +These models are trained on [deepghs/anime_head_detection](https://huggingface.co/deepghs/anime_head_detection) and open-sourced real photos datasets. + +So both anime and photos are supported. + +Use this with `dghs-realutils` + +```shell +pip install dghs-realutils +``` + +```python +from realutils.detect import detect_heads + +print(detect_heads('yolo/solo.jpg')) +# [((162, 47, 305, 210), 'head', 0.7701659202575684)] +print(detect_heads('yolo/2girls.jpg')) +# [((683, 48, 1199, 754), 'head', 0.8410779237747192), ((105, 91, 570, 734), 'head', 0.8339194059371948)] +print(detect_heads('yolo/3+cosplay.jpg')) +# [((329, 194, 426, 309), 'head', 0.8123012781143188), ((359, 20, 448, 122), 'head', 0.8047150373458862), ((185, 81, 265, 166), 'head', 0.7797152996063232)] +print(detect_heads('yolo/multiple.jpg')) +# [((867, 259, 1084, 527), 'head', 0.8264595866203308), ((1364, 448, 1583, 724), 'head', 0.8254891633987427), ((480, 201, 781, 565), 'head', 0.8191508054733276), ((1189, 175, 1398, 412), 'head', 0.8097156286239624), ((1028, 671, 1277, 992), 'head', 0.8084591627120972)] +``` + +For more information, see [documentation of realutils](https://dghs-realutils.deepghs.org/main/api_doc/detect/head.html). + +| Model | Type | FLOPS | Params | F1 Score | Threshold | precision(B) | recall(B) | mAP50(B) | mAP50-95(B) | F1 Plot | Confusion | Labels | +|:---------------------:|:------:|:-------:|:--------:|:----------:|:-----------:|:--------------:|:-----------:|:----------:|:-------------:|:-------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------------------------------:|:--------:| +| head_detect_v0_l_yv11 | yolo | 87.3G | 25.3M | 0.81 | 0.199 | 0.90226 | 0.72872 | 0.81049 | 0.5109 | [plot](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_l_yv11/F1_curve.png) | [confusion](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_l_yv11/confusion_matrix_normalized.png) | `head` | +| head_detect_v0_m_yv11 | yolo | 68.2G | 20.1M | 0.8 | 0.206 | 0.89855 | 0.72654 | 0.80704 | 0.50804 | [plot](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_m_yv11/F1_curve.png) | [confusion](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_m_yv11/confusion_matrix_normalized.png) | `head` | +| head_detect_v0_s_yv11 | yolo | 21.5G | 9.43M | 0.78 | 0.187 | 0.88726 | 0.69234 | 0.77518 | 0.47825 | [plot](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_s_yv11/F1_curve.png) | [confusion](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_s_yv11/confusion_matrix_normalized.png) | `head` | +| head_detect_v0_n_yv11 | yolo | 6.44G | 2.59M | 0.74 | 0.14 | 0.87359 | 0.64011 | 0.73393 | 0.44118 | [plot](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_n_yv11/F1_curve.png) | [confusion](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_n_yv11/confusion_matrix_normalized.png) | `head` | +| head_detect_v0_l | yolo | 165G | 43.6M | 0.81 | 0.234 | 0.89921 | 0.74092 | 0.81715 | 0.51615 | [plot](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_l/F1_curve.png) | [confusion](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_l/confusion_matrix_normalized.png) | `head` | +| head_detect_v0_m | yolo | 79.1G | 25.9M | 0.8 | 0.228 | 0.90006 | 0.72646 | 0.80614 | 0.50586 | [plot](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_m/F1_curve.png) | [confusion](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_m/confusion_matrix_normalized.png) | `head` | +| head_detect_v0_s | yolo | 28.6G | 11.1M | 0.78 | 0.182 | 0.89224 | 0.69382 | 0.77804 | 0.48067 | [plot](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_s/F1_curve.png) | [confusion](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_s/confusion_matrix_normalized.png) | `head` | +| head_detect_v0_n | yolo | 8.19G | 3.01M | 0.74 | 0.172 | 0.8728 | 0.64823 | 0.73865 | 0.44501 | [plot](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_n/F1_curve.png) | [confusion](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_n/confusion_matrix_normalized.png) | `head` | + diff --git a/head_detect_v0_l/F1_curve.png b/head_detect_v0_l/F1_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..606b7b4fcd08b58f5dd11cbd40d43fb2eaec83b9 Binary files /dev/null and b/head_detect_v0_l/F1_curve.png differ diff --git a/head_detect_v0_l/PR_curve.png b/head_detect_v0_l/PR_curve.png new 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