Diffusion Adversarial Robustness Diffusion Models

Tools for adversarial attacks, defenses, and robustness evaluation of diffusion models, including unlearning, poisoning resistance, and safety-driven model hardening. Does NOT include general model evaluation, watermarking, or domain adaptation techniques.

There are 70 diffusion adversarial robustness models tracked. 1 score above 50 (established tier). The highest-rated is OPTML-Group/Unlearn-Saliency at 56/100 with 143 stars.

Get all 70 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=diffusion&subcategory=diffusion-adversarial-robustness&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Model	Score	Tier	Stars	Language
1	OPTML-Group/Unlearn-Saliency [ICLR24 (Spotlight)] "SalUn: Empowering Machine Unlearning via...	56	Established	143	Python
2	Shilin-LU/VINE [ICLR 2025] "Robust Watermarking Using Generative Priors Against Image...	48	Emerging	385	Python
3	WindVChen/DiffAttack An unrestricted attack based on diffusion models that can achieve both good...	44	Emerging	259	Python
4	koninik/DiffusionPen Official PyTorch Implementation of "DiffusionPen: Towards Controlling the...	44	Emerging	94	Python
5	Wuyxin/DISC (ICML 2023) Discover and Cure: Concept-aware Mitigation of Spurious Correlation	43	Emerging	44	Python
6	bytedance/LatentUnfold Implementation of paper: Flux Already Knows – Activating Subject-Driven...	41	Emerging	143	Python
7	kylemin/WOUAF WOUAF: Weight Modulation for User Attribution and Fingerprinting in...	39	Emerging	26	Jupyter Notebook
8	davidhalladay/Frido Research code for paper "Frido: Feature Pyramid Diffusion for Complex Scene...	38	Emerging	115	Jupyter Notebook
9	dariant/ID-Booth Official repository of the paper: "ID-Booth: Identity-consistent Face...	38	Emerging	40	Jupyter Notebook
10	yc015/scene-representation-diffusion-model Linear probe found representations of scene attributes in a text-to-image...	38	Emerging	35	Jupyter Notebook
11	yunqing-me/WatermarkDM Code of the paper: A Recipe for Watermarking Diffusion Models	37	Emerging	155	Jupyter Notebook
12	chenhaoxing/DiffUTE This repository is the code of our paper "DiffUTE: Universal Text Editing...	37	Emerging	144	Python
13	jonasricker/diffusion-model-deepfake-detection [VISAPP2024] Towards the Detection of Diffusion Model Deepfakes	37	Emerging	103	Python
14	adobe-research/DiffusionHandles Diffusion Handles is a training-free method that enables 3D-aware image...	36	Emerging	41	Python
15	chenshuang-zhang/imagenet_d [CVPR 2024 Highlight] ImageNet-D	34	Emerging	47	Python
16	FusionBrainLab/Guide-and-Rescale Official Implementation for "Guide-and-Rescale: Self-Guidance Mechanism for...	34	Emerging	55	Jupyter Notebook
17	ntuaislab/DRAG DRAG: Data Reconstruction Attack using Guided Diffusion, ICML 2025	34	Emerging	7	Python
18	shunk031/training-free-structured-diffusion-guidance 🤗 Unofficial huggingface/diffusers-based implementation of the paper...	33	Emerging	120	Python
19	OPTML-Group/Diffusion-MU-Attack The official implementation of ECCV'24 paper "To Generate or Not?...	33	Emerging	88	Python
20	CGCL-codes/ECLIPSE This is the official code for the ESORICS 2024 paper "ECLIPSE: Expunging...	33	Emerging	4	Python
21	OPTML-Group/AdvUnlearn Official implementation of NeurIPS'24 paper "Defensive Unlearning with...	31	Emerging	49	Jupyter Notebook
22	sail-sg/finetune-fair-diffusion Code of the paper: Finetuning Text-to-Image Diffusion Models for Fairness	31	Emerging	46	Python
23	Lemok00/IDEAS Official pytorch implementation of paper "Image Disentanglement Autoencoder...	31	Emerging	52	Python
24	xiefan-guo/initno [CVPR 2024] InitNO: Boosting Text-to-Image Diffusion Models via Initial...	29	Experimental	77	Python
25	vbdi/LaWa [ECCV 2024] LaWa: Using Latent Space for In-Generation Image Watermarking	29	Experimental	14	Python
26	mfs-iplab/aadd-2025 Official repository for AADD-2025: 1st Adversarial Attacks on Deepfake...	29	Experimental	3	Python
27	OpenRL-Lab/DeepFakeFace DeepFake Face Datasets. Code accompanying the paper "Robustness and...	29	Experimental	54	Python
28	giddyyupp/VLMDiff [WACV-2026] VLMDiff: Leveraging Vision-Language Models for Multi-Class...	29	Experimental	6	Python
29	sahal-mulki/SpottingDiffusion Official implementation of SpottingDiffusion : A CNN-based method of...	29	Experimental	1	Jupyter Notebook
30	shiiiijp/SelfAge Official Implementation for "SelfAge: Personalized Facial Age Transformation...	29	Experimental	18	Python
31	VulDet/FVD-DPM A deep learning model for identifying and localizing vulnerabilities in...	27	Experimental	12	Python
32	snap-research/InstantRestore Official Implementation for "InstantRestore: Single-Step Personalized Face...	27	Experimental	133	Python
33	yulewang97/MIG-Vis [ICLR 2026 Poster] "Uncovering Semantic Selectivity of Latent Groups in...	26	Experimental	1	Python
34	SunnierLee/DP-ImaGen [USENIX Security 2024] PrivImage: Differentially Private Synthetic Image...	26	Experimental	24	Python
35	parham1998/Facial-Privacy-Protection [CVPR 2025] Official Implementation of the Paper "Enhancing Facial Privacy...	25	Experimental	14	Python
36	Dhia-naouali/Controversial-Latents inspired by the Re-Align challenge & workshop (ICLR'26) this repo explores...	25	Experimental	7	Python
37	fdbtrs/IDiff-Face Official repository of the paper: IDiff-Face: Synthetic-based Face...	24	Experimental	92	Python
38	secml-lab-vt/EvolvingThreat-DeepfakeImageDetect Code and Datasets for the paper "An Analysis of Recent Advances in Deepfake...	24	Experimental	20	Jupyter Notebook
39	divyakraman/AerialDiffusion Codebase for the paper Aerial Diffusion: Text Guided Ground-to-Aerial View...	24	Experimental	13	Python
40	SrLozano/MSc-Thesis-Subject-Driven-Augmentation Subject-Driven Generation Techniques for Stable Diffusion Model. A modern...	23	Experimental	4	Python
41	quereste/deepfake-for-the-good Official repository of paper "Deepfake for the Good: Generating Avatars...	23	Experimental	36	Jupyter Notebook
42	SunnierLee/DP-FETA [IEEE S&P 2025] DP-FETA: Building a Shortcut for Differentially Private...	23	Experimental	7	Python
43	Mamadou-Keita/VLM-DETECT [ICASSP 2024] The official repo for Harnessing the Power of Large Vision...	23	Experimental	34	Python
44	oscarchew/t2i-backdoor-defense The official repository of the ECCV 2024 Workshop paper: Defending...	22	Experimental	6	Python
45	Bili-Sakura/EarthBridge-Preview [2nd place🥈]EarthBridge: A Solution for 4th Multi-modal Aerial View Image...	22	Experimental	1	Python
46	HondamunigePrasannaSilva/DiffDefence Official implementation of the paper DiffDefence: defending against...	22	Experimental	20	Python
47	parham1998/Face-Anonymization Official Implementation of the Paper "Controllable Localized Face...	21	Experimental	5	Python
48	choi403/DiffusionGuard DiffusionGuard: A Robust Defense Against Malicious Diffusion-based Image...	21	Experimental	44	Python
49	LatentSB/LatentSB Official repository for "Prompting Latent Diffusion for Fast Unpaired...	21	Experimental	34	Python
50	bahjat-kawar/time-diffusion Official code repo for "Editing Implicit Assumptions in Text-to-Image...	21	Experimental	87	Python
51	LukasStruppek/Robust_Training_on_Poisoned_Samples Source code for our paper "Leveraging Diffusion-Based Image Variations for...	19	Experimental	3	Python
52	GU-HSI/Federated-PEFT-MEDHSIC Federated Parameter-efficient Learning with Abundance-space Diffusion for...	19	Experimental	—	—
53	K1nght/Unified-Unlearning-w-Remain-Geometry [NeurIPS2024 (Spotlight)] "Unified Gradient-Based Machine Unlearning with...	19	Experimental	12	Python
54	SANCHES-Pedro/Diff-SCM Code for Diff-SCM paper	19	Experimental	4	Python
55	AnaMVasilcoiu/LATTE-Diffusion-Detector Official code for "LATTE: Latent Trajectory Embedding for...	17	Experimental	8	Python
56	CMACH508/PFB-Diff Official implementation for "PFB-Diff: Progressive Feature Blending...	14	Experimental	5	Jupyter Notebook
57	trungdt880/training-free-diffusion-variable-sized Unofficial Implementation of Training-free Diffusion Model Adaptation for...	14	Experimental	16	Python
58	k8xu/ImageAttribution Detecting Image Attribution for Text-to-Image Diffusion Models in RGB and Beyond	13	Experimental	9	Python
59	jiangw-0/LE_JCDP Unlearnable Examples Give a False Sense of Security: Piercing through...	13	Experimental	11	Python
60	emna210/LDAF LDAF: Imperceptible Latent Diffusion Adversarial Attacks on Face Recognition Systems	12	Experimental	1	—
61	arjunsudheer/synthetic-malware-generation-based-on-generative-models-against-zero-day-attacks This repository is dedicated to our source code for our research paper...	12	Experimental	2	Python
62	sduzpf/Awesome_Papers_on_Adversarial_Attacks_and_Defenses_via_Image_Perturbations Adversarial Attacks and Defenses via Image perturbations	12	Experimental	6	—
63	Patchwork53/AsymmetricAttack Official implementation of Asymmetric Bias in Text-to-Image Generation with...	12	Experimental	6	Jupyter Notebook
64	Tobi-Tob/DataAugmentationDiffusionModels The goal of this project is to improve data augmentation by incorporating a...	12	Experimental	2	Jupyter Notebook
65	cdluminate/RefIPFR Reference-Guided Identity Preserving Face Restoration	11	Experimental	2	—
66	Mamadou-Keita/FIDAVL [ICPR 2024] The official repo for FIDAVL: Fake Image Detection and...	11	Experimental	4	—
67	arnold-caleb/summer-2022 On explainable attention-based deep neural networks trained on radiographic...	11	Experimental	3	Python
68	shahariar-shibli/Adversarial-Attack-on-POS-Tags Adversarial Attacks on Parts of Speech: An Empirical Study in Text-to-Image...	11	Experimental	3	Jupyter Notebook
69	jijeongwon/2025.01-KCSE_Stable_Diffusion_and_GAN-Based_Hybrid_Framework_for_Gray-scale_Image_Recovery 2025 한국소프트웨어 공학학술대회 학술지에 게재된 논문에 대한 연구 내용입니다.	10	Experimental	1	Python
70	kshitij79/CS-7476-Improvements-in-Diffusion-Model Enhancing Conditional Image Generation with Explainable Latent Space Manipulation	10	Experimental	2	Jupyter Notebook