<h1 id="full-custom-yolo-detection-model">Full Custom YOLO Detection Model</h1><h2 id="model-description">Model Description</h2><p>This model is a custom-trained YOLO object detection model for multi-class detection and segmentation tasks on a specialized dataset.</p><p>It is trained for fine-grained object detection using bounding box annotations across multiple classes.</p><p></p><h3 id="nsfw">NSFW</h3><p></p><ul><li><p>breast </p></li><li><p>vulva </p></li><li><p>butt </p></li><li><p>penis </p></li><li><p>anal</p></li><li><p>vaginal </p></li><li><p>blowjob </p></li><li><p>handjob</p></li></ul><p></p><h3 id="custom">Custom</h3><p></p><ul><li><p>face</p></li><li><p>nipple</p></li><li><p>mouth</p></li><li><p>eyes</p></li><li><p>navel</p></li><li><p>anus</p></li></ul><hr /><h2 id="intended-use">Intended Use</h2><ul><li><p>Object detection on NSFW datasets</p></li><li><p>Bounding box classification for custom classes</p></li></ul><hr /><h2 id="limitations">Limitations</h2><ul><li><p>Trained on a custom dataset that was boxed with the ten classes by hand.</p></li><li><p>Performance may degrade on unseen domains or distributions, but in testing on 10k out of database images the error rate was less the 4%</p></li></ul><hr /><h2 id="evaluation-results">Evaluation Results</h2><h3 id="overall-metrics">Overall Metrics</h3><ul><li><p>Precision: 0.858</p></li><li><p>Recall: 0.808</p></li><li><p>mAP@50: 0.898</p></li><li><p>mAP@50-95: 0.6156</p></li></ul><hr /><p>Per-Class Evaluation Results<br />============================<br /><br />Class | Images | Instances | Precision | Recall | mAP50 | mAP50-95<br /><br />all | 613 | 1683 | 0.858 | 0.809 | 0.898 | 0.616<br />person | 233 | 256 | 0.829 | 0.902 | 0.928 | 0.762<br />breast | 286 | 298 | 0.910 | 0.884 | 0.964 | 0.642<br />vulva | 165 | 166 | 0.874 | 0.777 | 0.873 | 0.495<br />butt | 127 | 131 | 0.848 | 0.771 | 0.895 | 0.596<br />male | 102 | 108 | 0.865 | 0.474 | 0.718 | 0.553<br />penis | 237 | 269 | 0.824 | 0.855 | 0.903 | 0.577<br />anal | 145 | 147 | 0.936 | 0.905 | 0.957 | 0.704<br />vaginal | 182 | 184 | 0.888 | 0.903 | 0.952 | 0.619<br />blowjob | 36 | 36 | 0.779 | 0.778 | 0.869 | 0.603<br />handjob | 73 | 88 | 0.830 | 0.841 | 0.925 | 0.603</p><p></p>

NSFW YOLO (GUI+10 NSFW Classes)

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