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

Learning Features by Minimizing the Interframe Differences

Zhao, D., & Zhang, D. (2024) · Communications in computer and information science · doi:10.1007/978-981-97-9919-0_16

Quality Image Enhancement Using Convolutional Neural Network from Low-Resolution Camera Image

Alrammahi, H. K., & Brayyich, M. R. (2025) · Lecture notes in networks and systems · doi:10.1007/978-981-97-8160-7_31

Language-Based Colorization with Sparse Attention and Multi-scale Cross-Modal Semantic Alignment

Zhang, Y., Gao, Y., Liu, X., Zhang, L., Liu, X., & Jiang, S. L. (2025) · Lecture notes in computer science · doi:10.1007/978-981-96-1548-3_14

AI Assisted Image Colorizer

L., P., Bhanushree, N., Kavyashree, N., Nanditha, K., & Navya, T. N. (2025) · International Journal of Advanced Research in Science Communication and Technology · doi:10.48175/ijarsct-23666

Self-supervised Contrastive Learning With Similarity-Based Sample Judgment

Jiang, Z., Zhou, Q., Wu, X., Mo, Z., Zhang, S., & Kang, B. (2025) · Communications in computer and information science · doi:10.1007/978-981-96-2911-4_26

Leveraging Multi-Model Learning for Enhanced Grayscale Image Colorization

Pavithra, R., Yogapriya, M. J., Shalini, B., Gowri, R., Kandavel, N., & Thirumalai Murugan, R. (2025) · International Conference on Intelligent Data Communication Technologies and Internet of Things (IDCIoT) · doi:10.1109/idciot64235.2025.10914784

Image Enhancement with Boosted Schrödinger Bridge

Kozłowski, W., Kuczbański, R., & Zięba, M. (2025) · Lecture notes in computer science · doi:10.1007/978-981-96-6005-6_11

Data-driven Automatic Facial Image Colorization using an Encoder-Decoder Network

Malah, M., Agaba, R., & Abbas, F. (2025) · International Symposium on iNnovative Informatics of Biskra (ISNIB) · doi:10.1109/isnib64820.2025.10983752

Online Stochastic Optimization for Data with Temporal Dependencies

Patel, S., Zaveri, R. J., Chambers, S., Randhawa, Z. A., & Doretto, G. (2025) · Lecture notes in computer science · doi:10.1007/978-3-031-91672-4_7

Automated Colorization of Grayscale Images Using Superpixels and K-Means Clustering

Kulkarni, B. C., Teja, B., Hegde, A. R., Bhat, P., & Patil, N. (2025) · Lecture notes in networks and systems · doi:10.1007/978-981-96-2299-3_37

Convolutional neural networks—Semantic segmentation

Wang, S., & Xu, G. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-43954-4.00003-2

CCPoint: Contrasting Corrupted Point Clouds for Self-Supervised Representation Learning

Xiao, X., Du, S., Tian, Z., Liu, M., & Zheng, X. (2025) · IEEE Transactions on Multimedia · doi:10.1109/tmm.2025.3604890

Language-Guided Colorization: Reconvolution and Cross-Modal Align

Gao, Y., Liu, H., Liu, X., Liu, Z., Chaomurilige, C., & Jiang, S. L. (2025) · IEEE/CIC International Conference on Communications in China (ICCC) · doi:10.1109/iccc65529.2025.11149340

iReWindColor v2: Cross-Window Enhanced Transformer for Point Interactive Image Colorization

Ogura, H., & Ikehara, M. (2025) · IEEE Access · doi:10.1109/access.2025.3608008

Optimizing Image Colorization: Innovations with CVAE

Pham, N.-G., Duong, V.-H., Tong, T.-H. L., Nguyen, K.-H., & Ha-Quach, P.-T. (2025) · Communications in computer and information science · doi:10.1007/978-981-95-3355-8_22

Enhancing Representation Learning for Content-Based Information Retrieval: A Knowledge-Enhanced Geometric Approach

Goyo, M. A., Frisoni, G., Moro, G., & Sartori, C. S. (2025) · Lecture notes in computer science · doi:10.1007/978-3-032-02899-0_3

Opti-Enc: On the Path to the Optimal Encoder-Decoder for Thermal Image Colorization for Cross Domain Colorized ImagesPreprint

Goswami, S., & Singh, S. K. (2021) · SSRN Electronic Journal · doi:10.2139/ssrn.3990659

Automatic Image Colorization with Semantic Segmentation and Multipath Deep Networks

Wang, J.-S., Li, H.-C., & Sun, P.-L. (2025) · Journal of Imaging Science and Technology · doi:10.2352/j.imagingsci.technol.2025.69.5.050402

Deep learning-enabled hybrid systems for accurate recognition of text in seal images

Zhang, K., Guan, M., Wu, C., Li, Y., Lü, Q., Liu, Y., Wang, Y., Wang, W., & Zhang, W. (2026) · Frontiers in Big Data · doi:10.3389/fdata.2025.1753871

Solving Linear Inverse Problems via Range-Null Space Decomposition and Diffusion Priors

郑, 富. (2026) · Pure Mathematics · doi:10.12677/pm.2026.161019

RAFFNet: Restricted Attention Feature Fusion Network for Self-Supervised Image Representation Learning

Li, J., Chen, F., & Zhang, S. (2026) · Electronics · doi:10.3390/electronics15050964

Recognition Task-Based Detection Score: A Task-Oriented Evaluation Metric for Infrared Image Colorization

Wang, H., cai, J., Hu, Y., Zhang, C., & Hao, Q. (2026) · Sensors · doi:10.3390/s26061807

Designing an Approach for AI-Powered Image Colorization and Enhancement

Prof. Minal Solanki, S. S. (2026) · International Journal of Advanced Research in Science Communication and Technology · doi:10.48175/ijarsct-31657

RegFSL — A registration based framework for few-shot segmentation of brain tumor

Farooq, A., Mishra, D., & Chaudhury, S. (2026) · Biomedical Signal Processing and Control · doi:10.1016/j.bspc.2026.110213

Detection of computer-generated images via deep learning

Quan, W. (2020) · theses.fr (ABES) · doi:10.70675/94785333zc081z4ed5z8863zfafa784de991

Analyse automatique d'images aériennes historiques : application à une étude épidémiologique

Ratajczak, R. (2020) · theses.fr (ABES) · doi:10.70675/1da5d422zffd7z4f92z8677z7a6c8fcb81ef

A study of machine learning and deep learning methods and their application to medical imaging

Wallis, D. I. (2021) · theses.fr (ABES) · doi:10.70675/136c540fz5d49z41f4zb634zbd9663332582

Self-supervised learning of deep visual representations

Caron, M. (2021) · theses.fr (ABES) · doi:10.70675/40d50cc9zaa9bz46aez992bz262e84a1f57d

Contributions au recalage pour la réalité augmentée en coelioscopie de l'utérus : détection de contours sémantiques et mise à jour topologique du modèle virtuel à partir d'images peropératoires

François, T. (2021) · theses.fr (ABES) · doi:10.70675/8428a260z333az4858za22bz8a1639598f5c

Analyse automatique sans annotation de manuscripts vietnamiens anciens

Scius-Bertrand, A. (2022) · theses.fr (ABES) · doi:10.70675/b2793da4zabb6z4210z9614zffce5a4b0465

Guiding neural networks for image colorization through user interactions

Carrillo, H. (2024) · theses.fr (ABES) · doi:10.70675/02421605z6c2bz4faaza888z71d763702748

Self-supervised representation learning and applications to image and video analysis

Denize, J. (2023) · theses.fr (ABES) · doi:10.70675/b90e077ezf81ez4870z9d3fz2e783ba7438e

Automatic Photos Colorization using Deep Neural Networks

Kaur, K., & Utreja, K. (2026) · International Conference on Multi-Agent Systems for Collaborative Intelligence (ICMSCI) · doi:10.1109/icmsci67830.2026.11469306

A Comparative Analysis of GAN‐Based Grayscale Image Colorization across Color Spaces, Architectures, and Region‐Specific OptimizationPreprint

Hossain, S. N., & Ahsan, S. M. M. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6667557

LGA-Net: Learning Local and Global Affinities for Sparse Scribble Based Image Colorization

Lyu, H., Li, B., Rosin, P. L., & Lai, Y. (2025) · IEEE/CVF International Conference on Computer Vision (ICCV) · doi:10.1109/iccv51701.2025.00763

A Deep Learning Model for Image Super-Resolution and Colorization

Venkatrao, M., Viswanath, G., Kumar, M., Venkatesh, L., Kumar, M. K., Pocha, M., & Chandana, Y. (2025) · IEEE International Conference on Recent Trends in Computing and Smart Mobility (RCSM) · doi:10.1109/rcsm67767.2025.11507610

Generative Diffusion Prior for Unified Image and Video Restoration & Enhancement

Fei, B., Lyu, Z., Pan, L., Zhang, J., Yang, W., Luo, T., Wang, J., Dai, B., He, Y., & Ouyang, W. (2026) · International Journal of Computer Vision · doi:10.1007/s11263-026-02830-2 · Cited by 1

Dual-Consistency Representation Learning for Class-Incremental Semantic Segmentation in Remote Sensing Images

Du, Y., Xu, C., Li, Y.-C., & Jin, Z. (2026) · IEEE Transactions on Geoscience and Remote Sensing · doi:10.1109/tgrs.2026.3693920

Deep Learning Based Framework for Automated Gray Scale Image Colorization

Dey, S., Nath, D., Majumder, S., Debnath, S., & Pal, J. (2026) · International Conference on Intelligent Processing, Hardware, Electronics, and Radio Systems (CIPHER) · doi:10.1109/cipher70417.2026.11523842

Pseudocolorization of Images Using Autoencoders

Singh, A. K., Mustafi, A., & Bhattacharjee, V. (2026) · International Conference on Emerging Trends in Advancements and Applications of Computational Intelligence Techniques (ETAACT) · doi:10.1109/etaact69135.2026.11541377

Deep Learning-Based Automatic Black and White Image Colorization Using ImageNet Recognition

Nagaraj, P., Uma, P. S., Kumar, P. S. S., Prabakaran, R. P., Muralidharan, B., & Nancy, S. J. V. (2026) · International Conference on Computational Robotics, Testing and Engineering Evaluation (ICCRTEE) · doi:10.1109/iccrtee68719.2026.11566438

SinColor: Uncertainty-Guided Single-Step Diffusion for Image Colorization

Gao, Y., Zhang, Y., Lang, C., Sun, L., Liu, Y., Liu, F., Nan, G., & Wei, Y. (2026) · IEEE Transactions on Image Processing · doi:10.1109/tip.2026.3702372

Sketch-to-Photorealistic Face Image Generation Using Pix2Pix GAN

Sonsare, P. M., Bhandari, H. S., Singhavi, V. M., Shamka, A. A., Muhammad, E. J., & CHAND, V. (2026) · International Conference on NextGen Data Science and Analytics (ICNDSA) · doi:10.1109/icndsa68777.2026.11652201

Colorization Algorithm for γ-Photon Flow Field Images Based on the HSCN Model

Xiao, H., Hou, L., & Liu, J. (2026) · Entropy · doi:10.3390/e28090959

How Does Peripheral Vision Feel Rich? A Selective Review

Beatson, A., Metzger, A., & Toscani, M. (2026) · Journal of Eye Movement Research · doi:10.3390/jemr19050104

Colorization via Self-Organizing Neural Cellular Automata

Fritz, K., & Bidlo, M. (2026) · International Joint Conference on Neural Networks (IJCNN) · doi:10.1109/ijcnn69854.2026.11729114

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