xuannianz/EfficientDet

Health v2 · maintenance only

Flags: no_releases

Adoption not part of the score

1454 stars · 390 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A Keras/TensorFlow implementation of the EfficientDet object detection model with pretrained COCO and ImageNet weights. It supports training and evaluation on Pascal VOC and MSCOCO datasets, including quadrangle (oriented) object detection.

Use cases

• train an object detection model in Keras
• run EfficientDet inference with pretrained COCO weights
• detect oriented or rotated bounding boxes (quadrangles)
• fine-tune EfficientDet on Pascal VOC or custom datasets
• evaluate object detection mAP on VOC2007 or MSCOCO

When to choose

• you want EfficientDet specifically in the Keras/TensorFlow ecosystem
• you need oriented/quadrangle object detection support
• you want ready-to-use pretrained weights converted from the official implementation

When to avoid

• you work in PyTorch or need the latest model features
• you need actively maintained code with recent dependency support
• you need state-of-the-art detectors beyond EfficientDet

Facets

library · maturity maintenance

machine-learning computer-vision image-processing computer-vision deep-learning machine-learning image-processing python object-detection efficientdet keras tensorflow oriented-object-detection quadrangle-detection pretrained-weights coco pascal-voc linux gpu

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markdown · JSON · MCP: product_card(name="xuannianz/EfficientDet")