StyleGuide: Zero-Shot Sketch-Based Image Retrieval Using Style-Guided Image Generation

[1]  Martín Abadi,et al.  TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems , 2016, ArXiv.

[2]  Michael S. Bernstein,et al.  ImageNet Large Scale Visual Recognition Challenge , 2014, International Journal of Computer Vision.

[3]  Richard S. Zemel,et al.  Prototypical Networks for Few-shot Learning , 2017, NIPS.

[4]  Honggang Zhang,et al.  Sketch-based image retrieval via Siamese convolutional neural network , 2016, 2016 IEEE International Conference on Image Processing (ICIP).

[5]  Kai Fan,et al.  Zero-Shot Learning via Class-Conditioned Deep Generative Models , 2017, AAAI.

[6]  Yann LeCun,et al.  Learning a similarity metric discriminatively, with application to face verification , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[7]  Yann LeCun,et al.  Dimensionality Reduction by Learning an Invariant Mapping , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).

[8]  Shaogang Gong,et al.  Semantic Autoencoder for Zero-Shot Learning , 2017, 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[9]  Timothy M. Hospedales,et al.  Fine-grained sketch-based image retrieval by matching deformable part models , 2018 .

[10]  Jose M. Saavedra,et al.  Sketch based Image Retrieval using Learned KeyShapes (LKS) , 2015, BMVC.

[11]  Jan Kautz,et al.  Unsupervised Image-to-Image Translation Networks , 2017, NIPS.

[12]  Kiyoharu Aizawa,et al.  Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy , 2019, 2019 IEEE/CVF International Conference on Computer Vision (ICCV).

[13]  Leon A. Gatys,et al.  Image Style Transfer Using Convolutional Neural Networks , 2016, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[14]  Andrew Y. Ng,et al.  Zero-Shot Learning Through Cross-Modal Transfer , 2013, NIPS.

[15]  Lei Zhang,et al.  Bit-Scalable Deep Hashing With Regularized Similarity Learning for Image Retrieval and Person Re-Identification , 2015, IEEE Transactions on Image Processing.

[16]  Ling Shao,et al.  Generative Domain-Migration Hashing for Sketch-to-Image Retrieval , 2018, ECCV.

[17]  Ling Shao,et al.  Deep Sketch Hashing: Fast Free-Hand Sketch-Based Image Retrieval , 2017, 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[18]  Subhasis Chaudhuri,et al.  Generalized Zero-shot Learning using Open Set Recognition , 2019, BMVC.

[19]  Ling Shao,et al.  Zero-Shot Sketch-Image Hashing , 2018, 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition.

[20]  Philip H. S. Torr,et al.  An embarrassingly simple approach to zero-shot learning , 2015, ICML.

[21]  Jan Kautz,et al.  Multimodal Unsupervised Image-to-Image Translation , 2018, ECCV.

[22]  Leo Sampaio Ferraz Ribeiro,et al.  Sketching out the details: Sketch-based image retrieval using convolutional neural networks with multi-stage regression , 2018, Comput. Graph..

[23]  Soma Biswas,et al.  Style-Guided Zero-Shot Sketch-based Image Retrieval , 2019, BMVC.

[24]  Tao Xiang,et al.  Deep Spatial-Semantic Attention for Fine-Grained Sketch-Based Image Retrieval , 2017, 2017 IEEE International Conference on Computer Vision (ICCV).

[25]  Hailin Jin,et al.  Sketching with Style: Visual Search with Sketches and Aesthetic Context , 2017, 2017 IEEE International Conference on Computer Vision (ICCV).

[26]  Ruslan Salakhutdinov,et al.  Revisiting Semi-Supervised Learning with Graph Embeddings , 2016, ICML.

[27]  Ling Shao,et al.  Out-Of-Distribution Detection for Generalized Zero-Shot Action Recognition , 2019, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

[28]  Bernt Schiele,et al.  Feature Generating Networks for Zero-Shot Learning , 2017, 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition.

[29]  Rui Hu,et al.  A performance evaluation of gradient field HOG descriptor for sketch based image retrieval , 2013, Comput. Vis. Image Underst..

[30]  Josep Lladós,et al.  Doodle to Search: Practical Zero-Shot Sketch-Based Image Retrieval , 2019, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

[31]  Tao Xiang,et al.  Sketch-a-Net: A Deep Neural Network that Beats Humans , 2017, International Journal of Computer Vision.

[32]  Marc Alexa,et al.  How do humans sketch objects? , 2012, ACM Trans. Graph..

[33]  Andrew Zisserman,et al.  Very Deep Convolutional Networks for Large-Scale Image Recognition , 2014, ICLR.

[34]  Jeffrey Pennington,et al.  GloVe: Global Vectors for Word Representation , 2014, EMNLP.

[35]  Terrance E. Boult,et al.  Towards Open Set Deep Networks , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[36]  Meng Wang,et al.  Community Detection in Social Networks: An In-depth Benchmarking Study with a Procedure-Oriented Framework , 2015, Proc. VLDB Endow..

[37]  Nicu Sebe,et al.  Cross-Paced Representation Learning With Partial Curricula for Sketch-Based Image Retrieval , 2018, IEEE Transactions on Image Processing.

[38]  Lior Wolf,et al.  A Two-Step Disentanglement Method , 2017, 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition.

[39]  Anurag Mittal,et al.  A Zero-Shot Framework for Sketch-based Image Retrieval , 2018, ECCV.

[40]  Hema A. Murthy,et al.  A Generative Model for Zero Shot Learning Using Conditional Variational Autoencoders , 2017, 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).

[41]  Ling Shao,et al.  From Zero-Shot Learning to Conventional Supervised Classification: Unseen Visual Data Synthesis , 2017, 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[42]  Zeynep Akata,et al.  Semantically Tied Paired Cycle Consistency for Zero-Shot Sketch-Based Image Retrieval , 2019, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

[43]  Venkatesh Saligrama,et al.  Zero-Shot Learning via Joint Latent Similarity Embedding , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[44]  Marc'Aurelio Ranzato,et al.  DeViSE: A Deep Visual-Semantic Embedding Model , 2013, NIPS.

[45]  Pieter Abbeel,et al.  InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets , 2016, NIPS.

[46]  Gustavo Carneiro,et al.  Multi-modal Cycle-consistent Generalized Zero-Shot Learning , 2018, ECCV.

[47]  Devraj Mandal,et al.  Autoencoder based novelty detection for generalized zero shot learning , 2019, 2019 IEEE International Conference on Image Processing (ICIP).