Learning Representations for Automatic Colorization

Very Deep Convolutional Networks for Large-Scale Image Recognition

Simonyan, K., & Zisserman, A. (2014) · arXiv · doi:10.48550/arxiv.1409.1556 · Cited by 114,148

ImageNet Large Scale Visual Recognition Challenge

Russakovsky, O., Deng, J., Su, H., Krause, J., Satheesh, S., Ma, S., Huang, Z., Karpathy, A., Khosla, A., Bernstein, M., et al. (2015) · International Journal of Computer Vision · doi:10.1007/s11263-015-0816-y · Cited by 39,380

Fully convolutional networks for semantic segmentation

Long, J., Shelhamer, E., & Darrell, T. (2015) · 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) · doi:10.1109/cvpr.2015.7298965 · Cited by 38,834

Normalized cuts and image segmentation

Shi, J., & Malik, J. (2000) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/34.868688 · Cited by 15,935

Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate ShiftPreprint

Ioffe, S. (2024) · arXiv (Cornell University) · doi:10.57702/o9raffed · Cited by 15,273

Untitled work

(2010) · Cited by 14,134

Context Encoders: Feature Learning by Inpainting

Pathak, D., Krahenbuhl, P., Donahue, J., Darrell, T., & Efros, A. A. (2016) · 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) · doi:10.1109/cvpr.2016.278 · Cited by 5,691

Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs

Chen, L.-C., Papandreou, G., Kokkinos, I., Murphy, K., & Yuille, A. L. (2014) · arXiv · doi:10.48550/arxiv.1412.7062 · Cited by 4,213

Colorful Image Colorization

Zhang, R., Isola, P., & Efros, A. A. (2016) · Lecture notes in computer science · doi:10.1007/978-3-319-46487-9_40 · Cited by 3,417

Holistically-Nested Edge Detection

Xie, S., & Tu, Z. (2015) · IEEE/CVF International Conference on Computer Vision (ICCV) · doi:10.1109/iccv.2015.164 · Cited by 3,401

SUN database: Large-scale scene recognition from abbey to zoo

Xiao, J., Hays, J., Ehinger, K. A., Oliva, A., & Torralba, A. (2010) · 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition · doi:10.1109/cvpr.2010.5539970 · Cited by 3,283

Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles

Noroozi, M., & Favaro, P. (2016) · Lecture Notes in Computer Science · doi:10.1007/978-3-319-46466-4_5 · Cited by 2,775

Unsupervised Visual Representation Learning by Context Prediction

Doersch, C., Gupta, A., & Efros, A. A. (2015) · 2015 IEEE International Conference on Computer Vision (ICCV) · doi:10.1109/iccv.2015.167 · Cited by 2,629

Learning Hierarchical Features for Scene Labeling

Farabet, C., Couprie, C., Najman, L., & LeCun, Y. (2013) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2012.231 · Cited by 2,620

Hypercolumns for object segmentation and fine-grained localization

Hariharan, B., Arbelaez, P., Girshick, R., & Malik, J. (2015) · 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) · doi:10.1109/cvpr.2015.7298642 · Cited by 1,511

Colorization using optimization

Levin, A., Lischinski, D., & Weiss, Y. (2004) · ACM Transactions on Graphics · doi:10.1145/1015706.1015780 · Cited by 1,446

Let there be color!

Iizuka, S., Simo‐Serra, E., & Ishikawa, H. (2016) · ACM Transactions on Graphics · doi:10.1145/2897824.2925974 · Cited by 830

Shape google

Bronstein, A. M., Bronstein, M. M., Guibas, L. J., & Ovsjanikov, M. (2011) · ACM Transactions on Graphics · doi:10.1145/1899404.1899405 · Cited by 811

Transferring color to greyscale images

Welsh, T. F., Ashikhmin, M., & Mueller, K. D. (2002) · ACM SIGGRAPH Annual Conference on Computer Graphics and Interactive Techniques (SIGGRAPH) · doi:10.1145/566570.566576 · Cited by 729

Deep Colorization

Cheng, Z., Yang, Q., & Sheng, B. (2015) · IEEE/CVF International Conference on Computer Vision (ICCV) · doi:10.1109/iccv.2015.55 · Cited by 614

DeepContour: A deep convolutional feature learned by positive-sharing loss for contour detection

Shen, W., Wang, X., Wang, Y., Bai, X., & Zhang, Z. (2015) · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · doi:10.1109/cvpr.2015.7299024 · Cited by 554

DeepEdge: A multi-scale bifurcated deep network for top-down contour detection

Bertasius, G., Shi, J., & Torresani, L. (2015) · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · doi:10.1109/cvpr.2015.7299067 · Cited by 549

Matching Real Fabrics with Micro-Appearance Models

Khungurn, P., Schroeder, D., Zhao, S., Bala, K., & Marschner, S. (2015) · ACM Transactions on Graphics · doi:10.1145/2818648 · Cited by 539

Transferring color to greyscale images

Welsh, T. F., Ashikhmin, M., & Mueller, K. D. (2002) · ACM Transactions on Graphics · doi:10.1145/566654.566576 · Cited by 537

Fast image and video colorization using chrominance blending

Yatziv, L., & Sapiro, G. (2006) · IEEE Transactions on Image Processing · doi:10.1109/tip.2005.864231 · Cited by 534

A fast local descriptor for dense matching

Tola, E., Lepetit, V., & Fua, P. (2008) · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · doi:10.1109/cvpr.2008.4587673 · Cited by 507

Feedforward semantic segmentation with zoom-out features

Mostajabi, M., Yadollahpour, P., & Shakhnarovich, G. (2015) · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · doi:10.1109/cvpr.2015.7298959 · Cited by 446

The SUN Attribute Database: Beyond Categories for Deeper Scene Understanding

Patterson, G., Xu, C., Su, H., & Hays, J. H. (2014) · International Journal of Computer Vision · doi:10.1007/s11263-013-0695-z · Cited by 398

Local Color Transfer via Probabilistic Segmentation by Expectation-Maximization

Tai, Y., Jia, J., & Tang, C. (2005) · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · doi:10.1109/cvpr.2005.215 · Cited by 341

Manga colorization

Qu, Y., Wong, T., & Heng, P. (2006) · ACM Transactions on Graphics · doi:10.1145/1141911.1142017 · Cited by 297

Image colorization using similar images

Gupta, R. K., Chia, A. Y.-S., Rajan, D., Ng, E. S., & Zhiyong, H. (2012) · ACM International Conference on Multimedia (ACM MM) · doi:10.1145/2393347.2393402 · Cited by 271

$$N^4$$-Fields: Neural Network Nearest Neighbor Fields for Image Transforms

Ganin, Y., & Lempitsky, V. (2015) · Lecture notes in computer science · doi:10.1007/978-3-319-16808-1_36 · Cited by 262

Colorization by Example

Ironi, R., Cohen‐Or, D., & Lischinski, D. (2005) · Eurographics · doi:10.2312/egwr/egsr05/201-210 · Cited by 255

Automatic Image Colorization Via Multimodal Predictions

Charpiat, G., Hofmann, M., & Schölkopf, B. (2008) · Lecture notes in computer science · doi:10.1007/978-3-540-88690-7_10 · Cited by 239

Natural Image Colorization

Luan, Q., Wen, F., Cohen‐Or, D., Liang, L., Xu, Y.-Q., & Shum, H. (2007) · doi:10.2312/egwr/egsr07/309-320 · Cited by 236

An adaptive edge detection based colorization algorithm and its applications

Huang, Y., Tung, Y.-S., Chen, J.-C., Wang, S.-W., & Wu, J. (2005) · ACM International Conference on Multimedia (ACM MM) · doi:10.1145/1101149.1101223 · Cited by 234

Learning Large-Scale Automatic Image Colorization

Deshpande, A., Rock, J., & Forsyth, D. A. (2015) · IEEE/CVF International Conference on Computer Vision (ICCV) · doi:10.1109/iccv.2015.72 · Cited by 215

Semantic colorization with internet images

Chia, A. Y.-S., Zhuo, S., Gupta, R. K., Tai, Y., Cho, S., Tan, P., & Lin, S. C.-F. (2011) · ACM Transactions on Graphics · doi:10.1145/2070781.2024190 · Cited by 183

Semantic colorization with internet images

Chia, A. Y.-S., Zhuo, S., Gupta, R. K., Tai, Y., Cho, S., Tan, P., & Lin, S. C.-F. (2011) · ACM SIGGRAPH Conference and Exhibition on Computer Graphics and Interactive Techniques in Asia (SIGGRAPH Asia) · doi:10.1145/2024156.2024190 · Cited by 167

Unsupervised colorization of black-and-white cartoons

Sýkora, D., Buriánek, J. D., & Žára, J. (2004) · International Symposium on Non-Photorealistic Animation and Rendering (NPAR) · doi:10.1145/987657.987677 · Cited by 110

Inpainting the colors

Sapiro, G. (2005) · Proceedings - International Conference on Image Processing · doi:10.1109/icip.2005.1530151 · Cited by 60

Automatic colorization of grayscale images using multiple images on the web

Morimoto, Y., Taguchi, Y., & Naemura, T. (2009) · doi:10.1145/1597990.1598049 · Cited by 49

Book Review: Computational Photography: Methods and Applications, by Rastislav Lukac, Ed.

Radha, H. (2011) · Journal of Electronic Imaging · doi:10.1117/1.3663232 · Cited by 39

Reconstructive Sparse Code Transfer for Contour Detection and Semantic Labeling

Maire, M., Yu, S. X., & Perona, P. (2015) · Lecture notes in computer science · doi:10.1007/978-3-319-16817-3_18 · Cited by 35

A novel visualization tool for art history and conservation: Automated colorization of black and white archival photographs of works of art

Tsaftaris, S. A., Casadio, F., Andral, J.-L., & Katsaggelos, A. K. (2013) · Studies in Conservation · doi:10.1179/2047058413y.0000000104 · Cited by 21

Probabilistic Joint Image Segmentation and Labeling by Figure-Ground Composition

Ion, A., Carreira, J., & Sminchisescu, C. (2013) · International Journal of Computer Vision · doi:10.1007/s11263-013-0663-7 · Cited by 19

Automatic colorization of grayscale images using multiple images on the web

Morimoto, Y., Taguchi, Y., & Naemura, T. (2009) · doi:10.1145/1599301.1599333 · Cited by 17

Machine Learning Methods for Automatic Image Colorization

Charpiat, G., Bezrukov, I., Hofmann, M., Altun, Y., Schölkopf, B., & Lukáč, R. (2010) · Cited by 9

Image-to-Image Translation with Conditional Adversarial Networks

Isola, P., Zhu, J.-Y., Zhou, T., & Efros, A. A. (2017) · 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) · doi:10.1109/cvpr.2017.632 · Cited by 22,930

The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

Zhang, R., Isola, P., Efros, A. A., Shechtman, E., & Wang, O. (2018) · 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition · doi:10.1109/cvpr.2018.00068 · Cited by 14,623

Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning

Grill, J.-B., Strub, F., Altché, F., Tallec, C., Richemond, P. H., Buchatskaya, E., Doersch, C., Pires, B. A., Guo, Z. D., Azar, M. G., et al. (2020) · arXiv · doi:10.48550/arxiv.2006.07733 · Cited by 3,846

Colorful Image Colorization

Zhang, R., Isola, P., & Efros, A. A. (2016) · Lecture notes in computer science · doi:10.1007/978-3-319-46487-9_40 · Cited by 3,417

Deep Clustering for Unsupervised Learning of Visual Features

Caron, M., Bojanowski, P., Joulin, A., & Douze, M. (2018) · Lecture Notes in Computer Science · doi:10.1007/978-3-030-01264-9_9 · Cited by 2,674

Image Colorization Using a Deep Transfer Learning

Kiani, L., Saeed, M., & Nezamabadi–pour, H. (2020) · Iranian Joint Congress on Fuzzy and Intelligent Systems · doi:10.1109/cfis49607.2020.9238737 · Cited by 9

Colorful Image Colorization

Zhang, R., Isola, P., & Efros, A. A. (2016) · Lecture notes in computer science · doi:10.1007/978-3-319-46487-9_40 · Cited by 3,417

Semantic‐aware automatic image colorization via unpaired cycle‐consistent self‐supervised network

Xiao, Y., Jiang, A., Liu, C., & Wang, M. (2021) · International Journal of Intelligent Systems · doi:10.1002/int.22667 · Cited by 14

Learning Large-Scale Automatic Image Colorization

Deshpande, A., Rock, J., & Forsyth, D. A. (2015) · IEEE/CVF International Conference on Computer Vision (ICCV) · doi:10.1109/iccv.2015.72 · Cited by 215

Automatic Natural Image Colorization

Tran, T.-B., & Tran, T. (2020) · Lecture notes in computer science · doi:10.1007/978-3-030-41964-6_53 · Cited by 1