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@@ -3,11 +3,8 @@ license: apache-2.0
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  tags:
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  - object-detection
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  - medical-imaging
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- - rf-detr
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  - heart-anatomy
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  - computer-vision
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- datasets:
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- - roboflow/heart-anatomy-types
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  metrics:
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  - mean-average-precision
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  model-index:
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  name: mAP@50
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  ---
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- # Heartformer: Heart Anatomy Type Detection with RF-DETR
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- **Heartformer** is a specialized object detection model for identifying and localizing different types of heart anatomy visualizations in medical images. Built on the RF-DETR (Roboflow Detection Transformer) architecture, this model can detect and classify seven distinct categories of cardiac imaging and illustration modalities.
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  ## 📋 Model Description
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@@ -44,9 +41,6 @@ Heartformer addresses the challenge of automatically categorizing diverse repres
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  - **Real-time Inference**: Optimized RF-DETR Nano architecture for fast detection
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  - **Robust Generalization**: Tested on diverse image sources and artistic styles
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- ## 🏗️ Model Architecture
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-
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- Heartformer is based on **RF-DETR Nano**, a lightweight variant of the Detection Transformer (DETR) architecture optimized for real-time object detection:
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  ### Architecture Overview
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@@ -373,7 +367,7 @@ If you use Heartformer in your research or application, please cite:
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  ### Acknowledgments
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- - **RF-DETR**: Based on Roboflow's RF-DETR architecture
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  ```bibtex
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  @misc{rfdetr2024,
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  title={RF-DETR: Real-time Detection Transformer},
@@ -427,4 +421,4 @@ For questions, issues, or collaboration opportunities:
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  ---
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- **Note**: This model is continuously being improved. Check back for updates and new versions!
 
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  tags:
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  - object-detection
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  - medical-imaging
 
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  - heart-anatomy
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  - computer-vision
 
 
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  metrics:
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  - mean-average-precision
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  model-index:
 
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  name: mAP@50
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  ---
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+ # Heartformer: Heart Anatomy Type Detection
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+ **Heartformer** is a specialized object detection model for identifying and localizing different types of heart anatomy visualizations in medical images. Built on the RF-DETR architecture, this model can detect and classify seven distinct categories of cardiac imaging and illustration modalities.
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  ## 📋 Model Description
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  - **Real-time Inference**: Optimized RF-DETR Nano architecture for fast detection
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  - **Robust Generalization**: Tested on diverse image sources and artistic styles
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  ### Architecture Overview
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  ### Acknowledgments
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+ - **RF-DETR**: Based on RF-DETR architecture
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  ```bibtex
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  @misc{rfdetr2024,
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  title={RF-DETR: Real-time Detection Transformer},
 
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  ---
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+ **Note**: This model is continuously being improved. Check back for updates and new versions!