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iffDetector

The code is for "iffDetector: Inference-aware Feature Filtering for Object Detection". This repository provides iff detector heads for YOLOv2, FoveaBox, and FreeAnchor. The corresponding config files are in the configs folder.

Performance

New performance on PASCAL VOC

Detector Backbone Dataset mAP Model
YOLOv2 Darknet-19 VOC07 60.4 Link

New performance on MSCOCO 2017

Detector Backbone Multi-scalet
testing
AP(test-dev) Model
FoveaBox ResNet-50 N 37.6 Link
FreeAnchor ResNeXt-101 Y 47.9 Link

Installation and Usage

Please refer to the following Code Link for corresponding requirements and usage: YOLOv2, FoveaBox, FreeAnchor. Note that according to the Linear Scaling Rule, you need to set the learning rate proportional to the batch size if you use different GPUs or images per GPU.

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Object Detection

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