Active Learning for Deep Object Detection.

Clemens-Alexander Brust Christoph Käding Joachim Denzler

Published in: CoRR (2018)

Keyphrases

object detection
active learning
object class
object categories
learning strategies
face detection
object segmentation
multi class
object recognition
scene understanding
computer vision

learning process
training examples
semi supervised
pool based active learning
deep learning
annotation effort
supervised learning
active learning strategies
selective sampling
training set

machine learning
semi supervised learning
rare class
object classification
learning algorithm
batch mode active learning
labeled data
random sampling
experimental design
data mining

object detectors
human detection
imbalanced data classification
data sets
unlabeled data
deformable part models
transfer learning
pedestrian detection
background subtraction
neural network