Hunjun/yolo-tank-detection
By Hunjun · ↓ 0 · ♥ 1 · Updated 2025-12-01
What's in this repo
This page lists the files in Hunjun/yolo-tank-detection, including student_quantized.onnx.
- 1 ONNX models (.onnx files)
- 9 files, including 3 .pt, 2 .csv, 1 .md, 1 .onnx, 1 .txt
- Last updated 2025-12-01
ONNX files
| File | Size | Download |
|---|---|---|
| optimized/student_quantized.onnx | — | Download |
How to use
These ONNX files can be loaded with ONNX Runtime. To inspect a model graph, upload the file to the Netron viewer. Download links point to the original files on Hugging Face.
README
YOLO Tank Detection Models
Military object detection models trained with Knowledge Distillation and Post-Training Quantization.
Models
| Model | mAP50 | mAP50-95 | Size |
|---|---|---|---|
| Teacher (YOLOv8m) | 86.40% | 62.78% | 49.6 MB |
| Student Fine-tuned (YOLOv8n) | 84.61% | 60.64% | 5.96 MB |
| Student KD (YOLOv8n) | 79.28% | 53.38% | ~6 MB |
| Student Quantized (INT8) | 84.31% | 60.50% | 3.20 MB |
Usage
from huggingface_hub import hf_hub_download
# Download quantized model for web deployment
model_path = hf_hub_download(
repo_id="Hunjun/yolo-tank-detection",
filename="optimized/student_quantized.onnx"
)
# Or download teacher model
teacher_path = hf_hub_download(
repo_id="Hunjun/yolo-tank-detection",
filename="teacher/yolov8m_tank_best.pt"
)
Classes
- Airplane
- Helicopter
- Person
- Tank
- Vehicle
Training
- Teacher: YOLOv8m fine-tuned on Military Dataset (20 epochs)
- Student: YOLOv8n fine-tuned / Knowledge Distillation (20 epochs)
- Quantization: INT8 dynamic quantization via ONNX Runtime
References
Model info
onnx
yolo
object-detection
knowledge-distillation
quantization
military
tank-detection
dataset:roboflow/military-object-detection
arxiv:1503.02531
license:mit
region:us
↓ 0
♥ 1
Created: 2025-12-01
Updated: 2025-12-01
View on Hugging FaceFiles (9)
.gitattributes
README.md
optimized/student_quantized.onnx
ONNX
student/yolov8n_finetuned_best.pt
student/yolov8n_kd_hinton_best.pt
student/yolov8n_kd_hinton_evaluation.txt
student/yolov8n_kd_hinton_results.csv
teacher/results.csv
teacher/yolov8m_tank_best.pt
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