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Human free-hand sketches have been studied in various contexts including sketch recognition, synthesis and fine-grained sketch-based image retrieval (FG-SBIR).
Long short-term memory
S. Hochreiter and J. Schmidhuber · 1997
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A new recognition model for electronic architectural drawings
T. Lu, C.-L. Tai, F. Su, and S. Cai · 2005
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A comparative study on extraction and recognition method of cad data from cad drawings
M. F. A. Jabal, M. S. M. Rahim, N. Z. S. Othman, and Z. Jupri · 2009
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Flow-based image abstraction
H. Kang, S. Lee, and C. K. Chui · 2009
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Geometric matching for clip-art drawing retrieval
P. Sousa and M. J. Fonseca · 2009
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Mindfinder: interactive sketch-based image search on millions of images
Y. Cao, H. Wang, C. Wang, Z. Li, L. Zhang, and L. Zhang · 2010
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An evaluation of descriptors for large-scale image retrieval from sketched feature lines
M. Eitz, K. Hildebrand, T. Boubekeur, and M. Alexa · 2010
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Gradient field descriptor for sketch based retrieval and localization
R. Hu, M. Barnard, and J. Collomosse · 2010
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Mindfinder: image search by interactive sketching and tagging
C. Wang, Z. Li, and L. Zhang · 2010
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Reward Shaping
E. Wiewiora · 2010
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Edgel index for large-scale sketch-based image search
Y. Cao, C. Wang, L. Zhang, and L. Zhang · 2011
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Sketch-based image retrieval: Benchmark and bag-of-features descriptors
M. Eitz, K. Hildebrand, T. Boubekeur, and M. Alexa · 2011
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A bag-of-regions approach to sketch-based image retrieval
R. Hu, T. Wang, and J. Collomosse · 2011
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Matching forensic sketches to mug shot photos
B. Klare, Z. Li, and A. K. Jain · 2011
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How do humans sketch objects?
M. Eitz, J. Hays, and M. Alexa · 2012
Earlier work this paper cites.
Style and abstraction in portrait sketching
I. Berger, A. Shamir, M. Mahler, E. Carter, and J. Hodgins · 2013
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Efficient salient region detection with soft image abstraction
M.-M. Cheng, J. Warrell, W.-Y. Lin, S. Zheng, V. Vineet, and N. Crook · 2013
Cited alongside, same era.
Pixelated image abstraction with integrated user constraints
T. Gerstner, D. DeCarlo, M. Alexa, A. Finkelstein, Y. Gingold, and A. Nealen · 2013
Cited alongside, same era.
Generating sequences with recurrent neural networks
A. Graves · 2013
Cited alongside, same era.
A performance evaluation of gradient field hog descriptor for sketch based image retrieval
R. Hu and J. Collomosse · 2013
Cited alongside, same era.
3d sub-query expansion for improving sketch-based multi-view image retrieval
Y.-L. Lin, C.-Y. Huang, H.-J. Wang, and W. Hsu · 2013
Cited alongside, same era.
Empirical evaluation of gated recurrent neural networks on sequence modeling
Improving variational inference with inverse autoregressive flow
D. P. Kingma, T. Salimans, R. Jozefowicz, X. Chen, I. Sutskever, and M. Welling · 2016
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Context encoders: Feature learning by inpainting
M. Mathieu, C. Couprie, and Y. LeCun · 2016
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The sketchy database: learning to retrieve badly drawn bunnies
P. Sangkloy, N. Burnell, C. Ham, and J. Hays · 2016
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Ladder variational autoencoders
C. K. Sønderby, T. Raiko, L. Maaløe, S. K. Sønderby, and O. Winther · 2016
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Pixel-level domain transfer
D. Yoo, N. Kim, S. Park, A. S. Paek, and I. Kweon · 2016
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Sketch me that shoe
Q. Yu, F. Liu, Y.-Z. SonG, T. Xiang, T. Hospedales, and C. C. Loy · 2016
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J. Chung, Ç. Gülçehre, K. Cho, and Y. Bengio · 2014
Cited alongside, same era.
Adam: A method for stochastic optimization
D. P. Kingma and J. Ba · 2014
Cited alongside, same era.
Cross-modal face matching: beyond viewed sketches
S. Ouyang, T. Hospedales, Y.-Z. Song, and X. Li · 2014
Cited alongside, same era.
Sketch classification and classification-driven analysis using fisher vectors
R. G. Schneider and T. Tuytelaars · 2014
Cited alongside, same era.
Edge boxes: Locating object proposals from edges
C. L. Zitnick and P. Dollár · 2014
Cited alongside, same era.
TensorFlow: Large-scale machine learning on heterogeneous systems
M. Abadi, A. Agarwal, P. Barham, E. Brevdo, Z. Chen, C. Citro, G. S. Corrado, A. Davis, J. Dean, M. Devin, S. Ghemawat, I. Goodfellow, A. Harp, G. Irving, M. Isard, Y. Jia, R. Jozefowicz, L. Kaiser, M. Kudlur, J. Levenberg, D. Mané, R. Monga, S. Moore, D. Murray, C. Olah, M. Schuster, J. Shlens, B. Steiner, I. Sutskever, K. Talwar, P. Tucker, V. Vanhoucke, V. Vasudevan, F. Viégas, O. Vinyals, P. Warden, M. Wattenberg, M. Wicke, Y. Yu, and X. Zheng · 2015
Cited alongside, same era.
Free-hand sketch recognition by multi-kernel feature learning
Y. Li, T. M. Hospedales, Y.-Z. Song, and S. Gong · 2015
Cited alongside, same era.
D. Ha and D. Eck · 2017
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Image-to-image translation with conditional adversarial networks
P. Isola, J.-Y. Zhu, T. Zhou, and A. A. Efros · 2017
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Photo-realistic single image super-resolution using a generative adversarial network
C. Ledig, L. Theis, F. Huszar, J. Caballero, A. P. Aitken, A. Tejani, J. Totz, Z. Wang, and W. Shi · 2017
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Free-hand sketch synthesis with deformable stroke models
Y. Li, Y.-Z. Song, T. M. Hospedales, and S. Gong · 2017
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Parallel multiscale autoregressive density estimation
S. Reed, A. v. d. Oord, N. Kalchbrenner, S. G. Colmenarejo, Z. Wang, D. Belov, and N. de Freitas · 2017
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Scribbler: Controlling deep image synthesis with sketch and color
P. Sangkloy, J. Lu, C. Fang, F. Yu, and J. Hays · 2017
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Grad-cam: Visual explanations from deep networks via gradient-based localization
R. R. Selvaraju, M. Cogswell, A. Das, R. Vedantam, D. Parikh, and D. Batra · 2017
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Deep spatial-semantic attention for fine-grained sketch-based image retrieval
J. Song, Y. Qian, Y.-Z. Song, T. Xiang, and T. Hospedales · 2017
Later among the works it cites.
Sketch-a-net: A deep neural network that beats humans
Q. Yu, Y. Yang, F. Liu, Y.-Z. Song, T. Xiang, and T. M. Hospedales · 2017
Later among the works it cites.