Please ping me if you know something more.
Multi-view Face Detection Using Deep Convolutional Neural Network
- Train face classifier with face (> 0.5 overlap) and background (<0.5 overlap) images.
- Compute heatmap over test image scaled to different sizes with sliding window
- Apply NMS .
- Computation intensive, especially for CPU.
From Facial Parts Responses to Face Detection: A Deep Learning Approach
Keywords: object proposals, facial parts, more annotation.
- Use facial part annotations
- Bottom up to detect face from facial parts.
- “Faceness-Net’s pipeline consists of three stages,i.e. generating partness maps, ranking candidate windows by faceness scores, and refining face proposals for face detection.”
- Train part based classifiers based on attributes related to different parts of the face i.e. for hair part train ImageNet pre-trained network for color classification.
- Very robust to occlusion and background clutter.
- To much annotation effort.
- Still object proposals (DL community should skip proposal approach. It complicate the problem by creating a new domain of problem :)) ).
Supervised Transformer Network for Efficient Face Detection
UnitBox: An Advanced Object Detection Network
Deep Convolutional Network Cascade for Facial Point Detection
WIDER FACE: A Face Detection Benchmark
A novel cascade detection method being a state of art at WIDER FACE
- Train separate CNNs for small range of scales.
- Each detector has two stages; Region Proposal Network + Detection Network
DenseBox (DenseBox: Unifying Landmark Localization with End to End Object Detection)
Keywords: upsampling, hardmining, no object proposal, BAIDU
- Similar to YOLO .
- Image pyramid of input
- Feed to network
- Upsample feature maps after a layer.
- Predict classification score and bbox location per pixel on upsampled feature map.
- NMS to bbox locations.
- SoA at MALF face dataset
Face Detection without Bells and Whistles
Keywords: no NN, DPM, Channel Features
- ECCV 2014
- Very high quality detections
- Very slow on CPU and acceptable on GPU