140 citations · 382 across the 16 of their papers we have counts for
5 papers · 2 filters
TAN: Temporal Aggregation Network for Dense Multi-label Action Recognition
Xiyang Dai, Bharat Singh, Joe Yue-Hei Ng +1
We present Temporal Aggregation Network (TAN) which decomposes 3D convolutions into spatial and temporal aggregation blocks. By stacking spatial and temporal convolutions repeatedl…
FA-RPN: Floating Region Proposals for Face Detection
Mahyar Najibi, Bharat Singh, Larry S. Davis
We propose a novel approach for generating region proposals for performing face-detection. Instead of classifying anchor boxes using features from a pixel in the convolutional feat…
AutoFocus: Efficient Multi-Scale Inference
Mahyar Najibi, Bharat Singh, Larry S. Davis
This paper describes AutoFocus, an efficient multi-scale inference algorithm for deep-learning based object detectors. Instead of processing an entire image pyramid, AutoFocus adop…
Soft Sampling for Robust Object Detection
Zhe Wu, Navaneeth Bodla, Bharat Singh +3
We study the robustness of object detection under the presence of missing annotations. In this setting, the unlabeled object instances will be treated as background, which will gen…
SNIPER: Efficient Multi-Scale Training
Bharat Singh, Mahyar Najibi, Larry S. Davis
We present SNIPER, an algorithm for performing efficient multi-scale training in instance level visual recognition tasks. Instead of processing every pixel in an image pyramid, SNI…