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bird-feeder/BirdFSD-YOLOv5: BirdFSD-YOLOv5-v1.0.0-alpha.5

Authors: Alyetama;

bird-feeder/BirdFSD-YOLOv5: BirdFSD-YOLOv5-v1.0.0-alpha.5

Abstract

Training start time: 2022-05-26T19:36:04 Training duration: 10:59:45 W&B run URL: https://wandb.ai/biodiv/train/runs/2mdvvovg W&B run ID: 2mdvvovg W&B run name: graceful-jazz-88 W&B run path: biodiv/train/2mdvvovg Number of classes: 14 <details> <summary>Classes</summary> ```JSON { "American Goldfinch (Spinus tristis)": 118, "Brown-headed Cowbird (Molothrus ater)": 186, "Carolina Chickadee (Poecile carolinensis)": 323, "Chipping Sparrow (Spizella passerina)": 1061, "Downy Woodpecker (Dryobates pubescens)": 114, "Eastern Towhee (Pipilo erythrophthalmus)": 111, "Hermit Thrush (Catharus guttatus)": 141, "House Finch (Haemorhous mexicanus)": 568, "Northern Cardinal (Cardinalis cardinalis)": 547, "Song Sparrow (Melospiza melodia)": 126, "Squirrels (Eutamias sibiricus)": 290, "Tufted Titmouse (Baeolophus bicolor)": 414, "White-throated Sparrow (Zonotrichia albicollis)": 32, "Yellow-rumped Warbler (Setophaga coronata)": 405 } ``` </details><details> <summary>Validation predictions</summary> <img src="https://s3.aibird.me/public/Validation_90_07f87f09e86c3cc3037e.jpg" alt="val-0"> <img src="https://s3.aibird.me/public/Validation_90_0e4ca780b2804f90989e.jpg" alt="val-1"> <img src="https://s3.aibird.me/public/Validation_90_3c781860d6324dec64db.jpg" alt="val-2"> <img src="https://s3.aibird.me/public/Validation_90_4f5e2a747105aad73b99.jpg" alt="val-3"> <img src="https://s3.aibird.me/public/Validation_90_55ece6030f8205dfe2e5.jpg" alt="val-4"> <img src="https://s3.aibird.me/public/Validation_90_a2846a323dfd3e8a9ec2.jpg" alt="val-5"> </details><details> <summary>Confusion matrix</summary> <img src="https://s3.aibird.me/public/Results_90_79eb55c3116355873a97.png" alt="cm" width="1280" height="720"> </details>Model performance: <table> <tr> <td>best/precision <td>best/recall <td>val/box_loss <td>val/cls_loss <td>val/obj_loss <td>F1-score<tr> <td>0.9751 <td>0.9784 <td>0.0147 <td>0.0015 <td>0.0043 <td>0.9767</table>

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