mlsanityData to 7 Oct 2026

Face Detection using Deep Learning: An Improved Faster RCNN Approach

arXiv 1701.08289 ↗First posted 28 Jan 2017cs.CVcited by 16

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Abstract (arXiv)

In this report, we present a new face detection scheme using deep learning and achieve the state-of-the-art detection performance on the well-known FDDB face detetion benchmark evaluation. In particular, we improve the state-of-the-art faster RCNN framework by combining a number of strategies, including feature concatenation, hard negative mining, multi-scale training, model pretraining, and proper calibration of key parameters. As a consequence, the proposed scheme obtained the state-of-the-art face detection performance, making it the best model in terms of ROC curves among all the published methods on the FDDB benchmark.

Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 28 Jan 2017.

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Citing papers per year: 2021: 6; 2022: 4; 2023: 2; 2024: 3; 2025: 1.

16 papers.

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  1. 2021Latent Space Smoothing for Individually Fair Representationscited by 18
  2. 2023Towards Task Sampler Learning for Meta-Learningcited by 11
  3. 2021Going Deeper Into Face Detection: A Surveycited by 10
  4. 2022FeaRLESS: Feature Refinement Loss for Ensembling Self-Supervised Learning Features in Robust End-to-end Speech Recognitioncited by 5
  5. 2022DRAG: Dynamic Region-Aware GCN for Privacy-Leaking Image Detectioncited by 4
  6. 2023ChildGAN: Large Scale Synthetic Child Facial Data Using Domain Adaptation in StyleGANcited by 4
  7. 2024PLoc: A New Evaluation Criterion Based on Physical Location for Autonomous Driving Datasetscited by 4
  8. 2021Simultaneous face detection and 360 degree headpose estimationcited by 1
  9. 2024Predicate Debiasing in Vision-Language Models Integration for Scene Graph Generation Enhancementcited by 1
  10. 2021Wide Aspect Ratio Matching for Robust Face Detectioncited by 0
  11. 2021Bounding-box deep calibration for high performance face detectioncited by 0
  12. 2021Deep learning for identification and face, gender, expression recognition under constraintscited by 0
4 more
  1. 2022Fast Eye Detector Using Siamese Network for NIR Partial Face Imagescited by 0
  2. 2022Hybrid Optimized Deep Convolution Neural Network based Learning Model for Object Detectioncited by 0
  3. 2024Advancing Ear Biometrics: Enhancing Accuracy and Robustness through Deep Learningcited by 0
  4. 2025EPANet: Efficient Path Aggregation Network for Underwater Fish Detectioncited by 0