Face Detection Using Improved Faster RCNN
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Abstract (arXiv)
Faster RCNN has achieved great success for generic object detection including PASCAL object detection and MS COCO object detection. In this report, we propose a detailed designed Faster RCNN method named FDNet1.0 for face detection. Several techniques were employed including multi-scale training, multi-scale testing, light-designed RCNN, some tricks for inference and a vote-based ensemble method. Our method achieves two 1th places and one 2nd place in three tasks over WIDER FACE validation dataset (easy set, medium set, hard set).
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Feb 2018.
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Citing papers per year: 2021: 3; 2022: 0; 2023: 3; 2024: 1.
7 papers.
- 2021Going Deeper Into Face Detection: A Surveycited by 10
- 2021MogFace: Towards a Deeper Appreciation on Face Detectioncited by 9
- 2021Detect Faces Efficiently: A Survey and Evaluationscited by 6
- 2024VGGHeads: 3D Multi Head Alignment with a Large-Scale Synthetic Datasetcited by 4
- 2023EfficientFace: An Efficient Deep Network with Feature Enhancement for Accurate Face Detectioncited by 3
- 2023Robust Human Identity Anonymization using Pose Estimationcited by 0
- 2023EfficientSRFace: An Efficient Network with Super-Resolution Enhancement for Accurate Face Detectioncited by 0
- 2024VGGHeads: 3D Multi Head Alignment with a Large-Scale Synthetic Dataset25 Jul 2024
- 2023EfficientSRFace: An Efficient Network with Super-Resolution Enhancement for Accurate Face Detection4 Jun 2023
- 2023EfficientFace: An Efficient Deep Network with Feature Enhancement for Accurate Face Detection23 Feb 2023
- 2023Robust Human Identity Anonymization using Pose Estimation10 Jan 2023
- 2021Detect Faces Efficiently: A Survey and Evaluations3 Dec 2021
- 2021Going Deeper Into Face Detection: A Survey27 Mar 2021
- 2021MogFace: Towards a Deeper Appreciation on Face Detection20 Mar 2021