Training GANs with Stronger Augmentations via Contrastive Discriminator

17 March 2021

Papers citing "Training GANs with Stronger Augmentations via Contrastive Discriminator"

46 / 46 papers shown

Title
Contrastive Learning from Synthetic Audio Doppelgängers Manuel Cherep Nikhil Singh 40 1 0 09 Jun 2024
Visual Imitation Learning with Calibrated Contrastive Representation Yunke Wang Linwei Tao Bo Du Yutian Lin Chang Xu 26 0 0 21 Jan 2024
Damage GAN: A Generative Model for Imbalanced Data Ali Anaissi Yuanzhe Jia Ali Braytee M. Naji Widad Alyassine GAN 24 1 0 08 Dec 2023
BIM: Block-Wise Self-Supervised Learning with Masked Image Modeling Yixuan Luo Mengye Ren Sai Qian Zhang 28 0 0 28 Nov 2023
Enhancing GAN-Based Vocoders with Contrastive Learning Under Data-limited Condition Haoming Guo Seth Z. Zhao Jiachen Lian Gopala Anumanchipalli Gerald Friedland 21 2 0 16 Sep 2023
Image Synthesis under Limited Data: A Survey and Taxonomy Mengping Yang Zhe Wang 28 8 0 31 Jul 2023
Dynamically Masked Discriminator for Generative Adversarial Networks Wentian Zhang Haozhe Liu Bing Li Jinheng Xie Yawen Huang Yuexiang Li Yefeng Zheng Guohao Li TTA 38 2 0 13 Jun 2023
Learning from Multi-Perception Features for Real-Word Image Super-resolution Axi Niu Kang Zhang T. Pham Pei Wang Jinqiu Sun In So Kweon Yanning Zhang SupR 24 7 0 26 May 2023
NoisyTwins: Class-Consistent and Diverse Image Generation through StyleGANs Harsh Rangwani Lavish Bansal Kartik Sharma Tejan Karmali Varun Jampani R. Venkatesh Babu 20 13 0 12 Apr 2023
EMP-SSL: Towards Self-Supervised Learning in One Training Epoch Shengbang Tong Yubei Chen Y. Ma Yann LeCun 26 24 0 08 Apr 2023
Enhancing Multiple Reliability Measures via Nuisance-extended Information Bottleneck Jongheon Jeong Sihyun Yu Hankook Lee Jinwoo Shin AAML 44 0 0 24 Mar 2023
A Unified Arbitrary Style Transfer Framework via Adaptive Contrastive Learning Yu-xin Zhang Fan Tang Weiming Dong Haibin Huang Chongyang Ma Tong-Yee Lee Changsheng Xu 43 23 0 09 Mar 2023
Guiding Energy-based Models via Contrastive Latent Variables Hankook Lee Jongheon Jeong Sejun Park Jinwoo Shin BDL 32 14 0 06 Mar 2023
Domain Re-Modulation for Few-Shot Generative Domain Adaptation Yi Wu Ziqiang Li Chaoyue Wang Heliang Zheng Shan Zhao Bin Li Dacheng Ta 38 17 0 06 Feb 2023
NoiseTransfer: Image Noise Generation with Contrastive Embeddings Seunghwan Lee Tae Hyun Kim DiffM 29 5 0 31 Jan 2023
Structure-Guided Image Completion with Image-level and Object-level Semantic Discriminators Haitian Zheng Zhe-nan Lin Jingwan Lu Scott D. Cohen Eli Shechtman ... Jianming Zhang Qing Liu Yuqian Zhou Sohrab Amirghodsi Jiebo Luo DiffM 28 1 0 13 Dec 2022
PaDPaF: Partial Disentanglement with Partially-Federated GANs Abdulla Jasem Almansoori Samuel Horváth Martin Takáč FedML 23 0 0 07 Dec 2022
GLeaD: Improving GANs with A Generator-Leading Task Qingyan Bai Ceyuan Yang Yinghao Xu Xihui Liu Yujiu Yang Yujun Shen GAN 20 9 0 07 Dec 2022
Unsupervised Learning of Structured Representations via Closed-Loop Transcription Shengbang Tong Xili Dai Yubei Chen Mingyang Li Zengyi Li Brent Yi Yann LeCun Y. Ma SSL DRL 26 7 0 30 Oct 2022
Detecting Irregular Network Activity with Adversarial Learning and Expert Feedback Gopikrishna Rathinavel Nikhil Muralidhar Tim O'Shea Naren Ramakrishnan AAML 20 1 0 01 Oct 2022
Mind Reader: Reconstructing complex images from brain activities Sikun Lin Thomas C. Sprague Ambuj K. Singh DiffM 124 86 0 30 Sep 2022
Boosting Star-GANs for Voice Conversion with Contrastive Discriminator Shijing Si Jianzong Wang Xulong Zhang Xiaoyang Qu Ning Cheng Jing Xiao 19 1 0 21 Sep 2022
Improving GANs with A Dynamic Discriminator Ceyuan Yang Yujun Shen Yinghao Xu Deli Zhao Bo Dai Bolei Zhou TTA 61 23 0 20 Sep 2022
Generative Data Augmentation Guided by Triplet Loss for Speech Emotion Recognition Shijun Wang Hamed Hemati Jón Guðnason Damian Borth 22 4 0 09 Aug 2022
Hierarchical Semantic Regularization of Latent Spaces in StyleGANs Tejan Karmali Rishubh Parihar Susmit Agrawal Harsh Rangwani Varun Jampani M. Singh R. Venkatesh Babu 29 11 0 07 Aug 2022
Generator Knows What Discriminator Should Learn in Unconditional GANs Gayoung Lee Hyunsung Kim Jae Hyun Kim Seonghyeon Kim Jung-Woo Ha Yunjey Choi 30 13 0 27 Jul 2022
FakeCLR: Exploring Contrastive Learning for Solving Latent Discontinuity in Data-Efficient GANs Ziqiang Li Chaoyue Wang Heliang Zheng Jing Zhang Bin Li 28 23 0 18 Jul 2022
Augmentation-Aware Self-Supervision for Data-Efficient GAN Training Liang Hou Qi Cao Yige Yuan Songtao Zhao Chongyang Ma Siyuan Pan Pengfei Wan Xiaoshuang Li Huawei Shen Xueqi Cheng 23 7 0 31 May 2022
Domain Enhanced Arbitrary Image Style Transfer via Contrastive Learning Yu-xin Zhang Fan Tang Weiming Dong Haibin Huang Chongyang Ma Tong-Yee Lee Changsheng Xu 109 154 0 19 May 2022
A Style-aware Discriminator for Controllable Image Translation Kunhee Kim S. Park Eunyeong Jeon Tae-Hyeon Kim Daijin Kim 38 24 0 29 Mar 2022
MEGA: Model Stealing via Collaborative Generator-Substitute Networks Chi Hong Jiyue Huang L. Chen 21 2 0 31 Jan 2022
Manifold Learning Benefits GANs Yao Ni Piotr Koniusz Richard I. Hartley Richard Nock GAN 31 16 0 23 Dec 2021
Feature Statistics Mixing Regularization for Generative Adversarial Networks Junho Kim Yunjey Choi Youngjung Uh TTA 23 17 0 08 Dec 2021
Transferring Unconditional to Conditional GANs with Hyper-Modulation Héctor Laria Yaxing Wang Joost van de Weijer Bogdan Raducanu GAN 32 3 0 04 Dec 2021
LAFITE: Towards Language-Free Training for Text-to-Image Generation Yufan Zhou Ruiyi Zhang Changyou Chen Chunyuan Li Chris Tensmeyer Tong Yu Jiuxiang Gu Jinhui Xu Tong Sun VLM 26 163 0 27 Nov 2021
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training Minguk Kang Woohyeon Shim Minsu Cho Jaesik Park GAN 33 108 0 01 Nov 2021
Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging Richard Osuala Kaisar Kushibar Lidia Garrucho Akis Linardos Zuzanna Szafranowska Stefan Klein Ben Glocker Oliver Díaz Karim Lekadir MedIm 39 42 0 20 Jul 2021
Generative Adversarial Learning via Kernel Density Discrimination Abdelhak Lemkhenter Adam Bielski Alp Eren Sari Paolo Favaro GAN 26 0 0 13 Jul 2021
ViTGAN: Training GANs with Vision Transformers Kwonjoon Lee Huiwen Chang Lu Jiang Han Zhang Z. Tu Ce Liu ViT 28 183 0 09 Jul 2021
Generative Models as a Data Source for Multiview Representation Learning Ali Jahanian Xavier Puig Yonglong Tian Phillip Isola 25 124 0 09 Jun 2021
Data-Efficient Instance Generation from Instance Discrimination Ceyuan Yang Yujun Shen Yinghao Xu Bolei Zhou 24 83 0 08 Jun 2021
Dual Contrastive Loss and Attention for GANs Ning Yu Guilin Liu Aysegül Dündar Andrew Tao Bryan Catanzaro Larry S. Davis Mario Fritz GAN 34 60 0 31 Mar 2021
Exploring The Effect of High-frequency Components in GANs Training Ziqiang Li Pengfei Xia Xue Rui Bin Li GAN 41 16 0 20 Mar 2021
A Systematic Survey of Regularization and Normalization in GANs Ziqiang Li Muhammad Usman Rentuo Tao Pengfei Xia Xintian Wu Huanhuan Chen Bin Li 27 50 0 19 Aug 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,371 0 09 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 282 10,354 0 12 Dec 2018