Multi-scale prediction for robust hand detection and classification

04/23/2018
by   Ding Lu, et al.
0

In this paper, we present a multi-scale Fully Convolutional Networks (MSP-RFCN) to robustly detect and classify human hands under various challenging conditions. In our approach, the input image is passed through the proposed network to generate score maps, based on multi-scale predictions. The network has been specifically designed to deal with small objects. It uses an architecture based on region proposals generated at multiple scales. Our method is evaluated on challenging hand datasets, namely the Vision for Intelligent Vehicles and Applications (VIVA) Challenge and the Oxford hand dataset. It is compared against recent hand detection algorithms. The experimental results demonstrate that our proposed method achieves state-of-the-art detection for hands of various sizes.

READ FULL TEXT

page 2

page 11

page 12

page 13

research
02/19/2021

Serial-parallel Multi-Scale Feature Fusion for Anatomy-Oriented Hand Joint Detection

Accurate hand joints detection from images is a fundamental topic which ...
research
06/13/2017

Image Forgery Localization Based on Multi-Scale Convolutional Neural Networks

In this paper, we propose to utilize Convolutional Neural Networks (CNNs...
research
07/31/2018

Regional Multi-scale Approach for Visually Pleasing Explanations of Deep Neural Networks

Recently, many methods to interpret and visualize deep neural network pr...
research
04/12/2016

Fast Object Localization Using a CNN Feature Map Based Multi-Scale Search

Object localization is an important task in computer vision but requires...
research
06/11/2019

Scale Invariant Fully Convolutional Network: Detecting Hands Efficiently

Existing hand detection methods usually follow the pipeline of multiple ...
research
02/11/2016

Generating Discriminative Object Proposals via Submodular Ranking

A multi-scale greedy-based object proposal generation approach is presen...
research
07/02/2017

Automatic Trimap Generation for Image Matting

Image matting is a longstanding problem in computational photography. Al...

Please sign up or login with your details

Forgot password? Click here to reset