Curriculum Learning for Multi-task Classification of Visual Attributes

@article{Sarafianos2017CurriculumLF,
  title={Curriculum Learning for Multi-task Classification of Visual Attributes},
  author={N. Sarafianos and Theodoros Giannakopoulos and Christophoros Nikou and I. Kakadiaris},
  journal={2017 IEEE International Conference on Computer Vision Workshops (ICCVW)},
  year={2017},
  pages={2608-2615}
}
Visual attributes, from simple objects (e.g., backpacks, hats) to soft-biometrics (e.g., gender, height, clothing) have proven to be a powerful representational approach for many applications such as image description and human identification. In this paper, we introduce a novel method to combine the advantages of both multi-task and curriculum learning in a visual attribute classification framework. Individual tasks are grouped based on their correlation so that two groups of strongly and… Expand
25 Citations
Multi-Task Learning with Knowledge Transfer for Facial Attribute Classification
  • 2
  • Highly Influenced
Deep Imbalanced Attribute Classification using Visual Attention Aggregation
  • 63
  • PDF
Progressive Recurrent Learning for Visual Recognition
  • PDF
Meta-Transfer Learning through Hard Tasks
  • 5
  • PDF
Adversarial Representation Learning for Text-to-Image Matching
  • 28
  • PDF
Pedestrian Attribute Recognition: A Survey
  • 20
  • PDF
Generalized Coarse-to-Fine Visual Recognition with Progressive Training
Meta-Transfer Learning for Few-Shot Learning
  • 231
  • PDF
...
1
2
3
...

References

SHOWING 1-10 OF 39 REFERENCES
Attributes for Improved Attributes: A Multi-Task Network for Attribute Classification
  • 30
  • PDF
PANDA: Pose Aligned Networks for Deep Attribute Modeling
  • 433
  • PDF
Describable Visual Attributes for Face Verification and Image Search
  • 444
  • PDF
Curriculum learning of multiple tasks
  • 134
  • PDF
Learning Visual Attributes
  • 416
  • PDF
Information Bottleneck Learning Using Privileged Information for Visual Recognition
  • 40
  • PDF
Multi-label CNN based pedestrian attribute learning for soft biometrics
  • 96
  • PDF
Human Attribute Recognition by Deep Hierarchical Contexts
  • 65
  • PDF
Describing people: A poselet-based approach to attribute classification
  • 338
  • PDF
Relative Attribute SVM+ Learning for Age Estimation
  • 44
...
1
2
3
4
...