Master Thesis Survey

Adversarial Defense

paper	importance (for me)	conference	year	link
(De3)Beyond Pretrained Features:Noisy Image Modeling Provides Adversarial Defense	2	neurips	2023	https://openreview.net/pdf?id=niHkj9ixUZ
(DIFFender)DIFFender: Diffusion-Based Adversarial Defense against Patch Attacks	2	eccv	2024	https://www.ecva.net/papers/eccv_2024/papers_ECCV/papers/06852.pdf
Adversarial Defenses via Vector Quantization	2	uncommitted	2024	https://arxiv.org/abs/2305.13651
(PAD)PAD: Patch-Agnostic Defense against Adversarial Patch Attacks	1	cvpr	2024	https://openaccess.thecvf.com/content/CVPR2024/papers/Jing_PAD_Patch-Agnostic_Defense_against_Adversarial_Patch_Attacks_CVPR_2024_paper.pdf
(SAC)Segment and Complete: Defending Object Detectors against Adversarial Patch Attacks with Robust Patch Detection	1	cvpr	2022	https://openaccess.thecvf.com/content/CVPR2022/papers/Liu_Segment_and_Complete_Defending_Object_Detectors_Against_Adversarial_Patch_Attacks_CVPR_2022_paper.pdf
Class-Aware Robust Adversarial Training for Object Detection	1	cvpr	2021	https://openaccess.thecvf.com/content/CVPR2021/papers/Chen_Class-Aware_Robust_Adversarial_Training_for_Object_Detection_CVPR_2021_paper.pdf
The Best Defense is a Good Offense: Adversarial Augmentation against Adversarial Attacks	0	cvpr	2023	https://openaccess.thecvf.com/content/CVPR2023/papers/Frosio_The_Best_Defense_Is_a_Good_Offense_Adversarial_Augmentation_Against_CVPR_2023_paper.pdf
Adversarial Robustness via Random Projection Filters	1	cvpr	2023	https://openaccess.thecvf.com/content/CVPR2023/papers/Dong_Adversarial_Robustness_via_Random_Projection_Filters_CVPR_2023_paper.pdf
Defense without Forgetting: Continual Adversarial Defense with Anisotropic & Isotropic Pseudo Replay	0	cvpr	2024	https://openaccess.thecvf.com/content/CVPR2024/papers/Zhou_Defense_without_Forgetting_Continual_Adversarial_Defense_with_Anisotropic__Isotropic_CVPR_2024_paper.pdf
Enhancing Tracking Robustness with Auxiliary Adversarial Defense Networks	1	eccv	2024	https://www.ecva.net/papers/eccv_2024/papers_ECCV/papers/06271.pdf
Defending against Universal Adversarial Patches by Clipping Feature Norms	0	iccv	2021	https://openaccess.thecvf.com/content/ICCV2021/papers/Yu_Defending_Against_Universal_Adversarial_Patches_by_Clipping_Feature_Norms_ICCV_2021_paper.pdf

Image Generation

paper	importance (for me)	conference	year	link
(VQGAN) Taming Transformers for High-Resolution Image Synthesis	1	cvpr	2021	https://openaccess.thecvf.com/content/CVPR2021/papers/Esser_Taming_Transformers_for_High-Resolution_Image_Synthesis_CVPR_2021_paper.pdf
Efficient-VQGAN: Towards High-Resolution Image Generation with Efficient Vision Transformers	1	iccv	2023	https://openaccess.thecvf.com/content/ICCV2023/papers/Cao_Efficient-VQGAN_Towards_High-Resolution_Image_Generation_with_Efficient_Vision_Transformers_ICCV_2023_paper.pdf
MaskGIT: Masked Generative Image Transformer	1	cvpr	2022	https://openaccess.thecvf.com/content/CVPR2022/papers/Chang_MaskGIT_Masked_Generative_Image_Transformer_CVPR_2022_paper.pdf
A Pytorch Reproduction of Masked Generative Image Transformer	1	re-implement	re-implement	https://arxiv.org/pdf/2310.14400
(LDM origin paper) High-Resolution Image Synthesis with Latent Diffusion Models	1	cvpr	2022	https://openaccess.thecvf.com/content/CVPR2022/papers/Rombach_High-Resolution_Image_Synthesis_With_Latent_Diffusion_Models_CVPR_2022_paper.pdf
M2T: Masking Transformers Twice for Faster Decoding	1	iccv	2023	https://openaccess.thecvf.com/content/ICCV2023/papers/Mentzer_M2T_Masking_Transformers_Twice_for_Faster_Decoding_ICCV_2023_paper.pdf

Image restoration

paper	importance (for me)	conference	year	link
(LLMRA)LLMRA:Multi-modal Large Language Model based Restoration Assistant	0	uncommitted	2024
(RestoreAgent)RestoreAgent: Autonomous Image Restoration Agent via Multimodal Large Language Models	0	uncommit	2024
Estimating Fine-Grained Noise Model via Contrastive Learning	0	cvpr	2022	https://openaccess.thecvf.com/content/CVPR2022/papers/Zou_Estimating_Fine-Grained_Noise_Model_via_Contrastive_Learning_CVPR_2022_paper.pdf
(AdaCode) Learning Image-Adaptive Codebooks for Class-Agnostic Image Restoration	1	iccv	2023	https://openaccess.thecvf.com/content/ICCV2023/papers/Liu_Learning_Image-Adaptive_Codebooks_for_Class-Agnostic_Image_Restoration_ICCV_2023_paper.pdf