Added model.pt

README.md

@@ -1,3 +1,63 @@
 ---
 license: mit
+library: ultralytics
+tags:
+- object-detection
+- pytorch
+- ultralytics
+- roboflow-universe
+- human-detection
+- yolov8
 ---
+# Human Detection using Thermal Camera
+
+## Use Case
+
+## Evaluation Metrics
+
+__Weights & Biases__: [Run Details](https://wandb.ai/2wb2ndur/Human-Detection-Thermal-Camera/runs/5j95496q/overview?workspace=user-2wb2ndur)
+
+### Training Graphs
+
+![Training Graphs](./training_artifacts/results.png)
+
+## Training Code
+
+- Dataset Link: [Roboflow Universe](https://universe.roboflow.com/smart2/persondection-61bc2)
+
+```python
+from ultralytics import YOLO
+import torch
+
+# load model
+model = YOLO("yolov8n.pt")
+
+# hyper parameters
+hyperparams = {
+    "batch": 32,
+    "epochs": 30,
+    "imgsz": [640, 480],
+    "optimizer": "AdamW",
+    "cos_lr": True,
+    "lr0": 3e-5,
+    "warmup_epochs": 10
+}
+
+# start training
+model.train(
+    device = 'cuda' if torch.cuda.is_available() else 'cpu',
+    data = "data.yaml",
+    **hyperparams
+)
+```
+
+- Click here for: [Training Arguments](./training_artifacts/args.yaml)
+
+## Libraries
+
+```yaml
+python: 3.10.13
+ultralytics: 8.0.206
+torch: "2.1.0+cu118"
+roboflow: 1.1.9
+```

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model.pt

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training_artifacts/args.yaml

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+task: detect
+mode: train
+model: yolov8n.pt
+data: data.yaml
+epochs: 30
+patience: 50
+batch: 32
+imgsz:
+- 640
+- 480
+save: true
+save_period: -1
+cache: false
+device: 0
+workers: 8
+project: Human-Detection-Thermal-Camera
+name: radiant-armadillo-1
+exist_ok: false
+pretrained: true
+optimizer: AdamW
+verbose: true
+seed: 0
+deterministic: true
+single_cls: false
+rect: false
+cos_lr: true
+close_mosaic: 10
+resume: false
+amp: true
+fraction: 1.0
+profile: false
+freeze: null
+overlap_mask: true
+mask_ratio: 4
+dropout: 0.0
+val: true
+split: val
+save_json: false
+save_hybrid: false
+conf: null
+iou: 0.7
+max_det: 300
+half: false
+dnn: false
+plots: true
+source: null
+show: false
+save_txt: false
+save_conf: false
+save_crop: false
+show_labels: true
+show_conf: true
+vid_stride: 1
+stream_buffer: false
+line_width: null
+visualize: false
+augment: false
+agnostic_nms: false
+classes: null
+retina_masks: false
+boxes: true
+format: torchscript
+keras: false
+optimize: false
+int8: false
+dynamic: false
+simplify: false
+opset: null
+workspace: 4
+nms: false
+lr0: 3.0e-05
+lrf: 0.01
+momentum: 0.937
+weight_decay: 0.0005
+warmup_epochs: 10
+warmup_momentum: 0.8
+warmup_bias_lr: 0.1
+box: 7.5
+cls: 0.5
+dfl: 1.5
+pose: 12.0
+kobj: 1.0
+label_smoothing: 0.0
+nbs: 64
+hsv_h: 0.015
+hsv_s: 0.7
+hsv_v: 0.4
+degrees: 0.0
+translate: 0.1
+scale: 0.5
+shear: 0.0
+perspective: 0.0
+flipud: 0.0
+fliplr: 0.5
+mosaic: 1.0
+mixup: 0.0
+copy_paste: 0.0
+cfg: null
+tracker: botsort.yaml
+save_dir: Human-Detection-Thermal-Camera/radiant-armadillo-1