Hugging Face's logo

dronefreak
/
visdrone-rfdetr-medium

Object Detection
PyTorch
rfdetr
detectionbench
computer-vision
aerial-imagery
drone
visdrone
detr
roboflow
transformer
Eval Results (legacy)
Model card Files
xet
 Community
2
visdrone-rfdetr-medium
File size: 4,180 Bytes
f14e460
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
{
  "train_config": {
    "lr": 0.0001,
    "lr_encoder": 0.00015,
    "batch_size": 10,
    "grad_accum_steps": 2,
    "auto_batch_target_effective": 16,
    "auto_batch_max_targets_per_image": 100,
    "auto_batch_ema_headroom": 0.7,
    "epochs": 500,
    "resume": null,
    "ema_decay": 0.993,
    "ema_tau": 100,
    "lr_drop": 100,
    "checkpoint_interval": 100,
    "skip_best_epochs": 0,
    "smooth_alpha": 0.0,
    "warmup_epochs": 0.0,
    "lr_vit_layer_decay": 0.8,
    "lr_component_decay": 0.7,
    "drop_path": 0.0,
    "cls_loss_coef": 1.0,
    "keypoint_flip_pairs": [],
    "keypoint_l1_loss_coef": 0,
    "keypoint_findable_loss_coef": 0,
    "keypoint_visible_loss_coef": 0,
    "keypoint_nll_loss_coef": 0,
    "keypoint_oks_sigmas": null,
    "dataset_file": "roboflow",
    "square_resize_div_64": true,
    "dataset_dir": "/home/saumya.saksena/projects/VisDrone-dataset-python-toolkit/data/VisDrone2019-DET-RF-DETR",
    "output_dir": "/home/saumya.saksena/projects/DetectionBench/experiments/visdrone/rfdetr-medium",
    "multi_scale": true,
    "expanded_scales": true,
    "do_random_resize_via_padding": false,
    "use_ema": true,
    "ema_update_interval": 1,
    "eval_ema_only": false,
    "num_workers": 4,
    "weight_decay": 0.0001,
    "amp_dtype": "auto",
    "early_stopping": true,
    "early_stopping_patience": 100,
    "early_stopping_min_delta": 0.001,
    "early_stopping_use_ema": false,
    "progress_bar": "rich",
    "tensorboard": true,
    "wandb": false,
    "mlflow": false,
    "clearml": false,
    "project": null,
    "run": null,
    "class_names": null,
    "run_test": false,
    "eval_max_dets": 500,
    "eval_interval": 1,
    "log_per_class_metrics": true,
    "eval_masks_head_resolution": false,
    "aug_config": null,
    "scale_jitter": true,
    "augmentation_backend": "kornia",
    "save_dataset_grids": false,
    "notes": null,
    "accelerator": "auto",
    "clip_max_norm": 0.1,
    "seed": 42,
    "sync_bn": false,
    "strategy": "auto",
    "devices": 1,
    "num_nodes": 1,
    "fp16_eval": false,
    "lr_scheduler": "step",
    "lr_scheduler_kwargs": {},
    "lr_scheduler_interval": "step",
    "lr_scheduler_monitor": "val/loss",
    "lr_min_factor": 0.0,
    "optimizer": "adamw",
    "optimizer_kwargs": {},
    "dont_save_weights": false,
    "train_log_sync_dist": false,
    "train_log_on_step": false,
    "compute_train_metrics": false,
    "compute_val_loss": true,
    "compute_test_loss": true,
    "pin_memory": null,
    "persistent_workers": null,
    "prefetch_factor": null
  },
  "model_config": {
    "encoder": "dinov2_windowed_small",
    "out_feature_indexes": [
      3,
      6,
      9,
      12
    ],
    "dec_layers": 4,
    "two_stage": true,
    "projector_scale": [
      "P4"
    ],
    "hidden_dim": 256,
    "patch_size": 16,
    "num_windows": 2,
    "sa_nheads": 8,
    "ca_nheads": 16,
    "dec_n_points": 2,
    "num_queries": 300,
    "num_select": 300,
    "postprocess_trace_alpha": 0.2,
    "bbox_reparam": true,
    "lite_refpoint_refine": true,
    "layer_norm": true,
    "amp": true,
    "num_channels": 3,
    "num_classes": 11,
    "pretrain_weights": "/home/saumya.saksena/.roboflow/models/rf-detr-medium.pth",
    "device": "cuda",
    "resolution": 576,
    "group_detr": 13,
    "gradient_checkpointing": false,
    "compile": false,
    "fused_optimizer": true,
    "positional_encoding_size": 36,
    "ia_bce_loss": true,
    "segmentation_head": false,
    "use_grouppose_keypoints": false,
    "keypoint_cross_attn": true,
    "inter_instance_kp_attn": false,
    "grouppose_keypoint_dim_downscale": 1,
    "dual_projector": false,
    "dual_projector_kp_only": false,
    "num_keypoints_per_class": [],
    "num_decoder_registers": 0,
    "mask_downsample_ratio": 4,
    "backbone_lora": false,
    "freeze_encoder": false,
    "license": "Apache-2.0",
    "model_name": "RFDETRMedium"
  },
  "model_config_type": "RFDETRMediumConfig",
  "class_names": [
    "pedestrian",
    "people",
    "bicycle",
    "car",
    "van",
    "truck",
    "tricycle",
    "awning-tricycle",
    "bus",
    "motor",
    "others"
  ],
  "num_classes": 11
}