Object Detection
Transformers
Safetensors
Ukrainian
rt_detr_v2
rt-detr
rt-detrv2
document-layout-analysis
handwritten
ukrainian
rukopys
docling
Eval Results (legacy)
Instructions to use Hukyl/rt-detrv2-heron-101-rukopys with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Hukyl/rt-detrv2-heron-101-rukopys with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("object-detection", model="Hukyl/rt-detrv2-heron-101-rukopys")# Load model directly from transformers import AutoTokenizer, AutoModelForObjectDetection tokenizer = AutoTokenizer.from_pretrained("Hukyl/rt-detrv2-heron-101-rukopys") model = AutoModelForObjectDetection.from_pretrained("Hukyl/rt-detrv2-heron-101-rukopys", device_map="auto") - Notebooks
- Google Colab
- Kaggle
File size: 1,221 Bytes
6b5682d | 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 | {
"base_model": "docling-project/docling-layout-heron-101",
"freeze": "none",
"hyperparams": {
"epochs": 60,
"batch_size": 32,
"learning_rate": 0.0001,
"warmup_ratio": 0.1,
"weight_decay": 0.0001,
"patience": 15,
"num_workers": 8,
"image_size": 640,
"seed": 42,
"eval_batch_size": null,
"eval_epochs": 1
},
"metrics": {
"mAP50": 0.7685431241989136,
"mAP50-95": 0.48186588287353516,
"precision": 0.972972972972973,
"recall": 0.013693419551160137
},
"per_class_map": {
"handwritten": {
"map50": 0.8477674722671509,
"map50_95": 0.5042294859886169
},
"printed": {
"map50": 0.8213199377059937,
"map50_95": 0.44526106119155884
},
"formula": {
"map50": 0.7972562313079834,
"map50_95": 0.5241776704788208
},
"table": {
"map50": 0.8553413152694702,
"map50_95": 0.4178851842880249
},
"annotation": {
"map50": 0.32461845874786377,
"map50_95": 0.15674670040607452
},
"image": {
"map50": 0.9504950642585754,
"map50_95": 0.7693069577217102
},
"graph": {
"map50": 0.7830032706260681,
"map50_95": 0.5554540753364563
}
}
} |