Learning Image Steganography
List for learning image steganography
GAN based
ASDL-GAN (Automatic steganographic distortion learning using a generative adversarial network): [PDF]
UT-GAN (An embedding cost learning framework using GAN): [PDF] [CODE]
Wu's (GAN-based steganography with the concatenation of multiple feature maps): [PDF]
SGAN (Steganographic generative adversarial networks): [PDF] [CODE] [CODE by YanLo]
SSGAN (SSGAN: secure steganography based on generative adversarial networks): [PDF]
CEOA-GAN (High-Capacity Steganography Using Object Addition-based Cover Enhancement for Secure Communication in Networks): [PDF]
Adversarial attack based
Zhang's (Adversarial examples against deep neural network based steganalysis): [PDF]
ADV-EMB (CNN-based adversarial embedding for image steganography): [PDF]
AEN (Adaptive spatial steganography based on adversarial examples): [PDF]
ITE-SYN (Image steganography based on iterative adversarial perturbations onto a synchronized-directions sub-image): [PDF]
Bernard's (Explicit optimization of min max steganographic game): [PDF]
JS-IAE (Enhancing JPEG steganography using iterative adversarial examples): [PDF]
Liu's (A New Adversarial Embedding Method for Enhancing Image Steganography): [PDF]
Reinforcement learning based
MCTSteg (MCTSteg: A Monte Carlo tree search-based reinforcement learning framework for universal non-additive steganography): [PDF]
SPAR-RL (An automatic cost learning framework for image steganography using deep reinforcement learning): [PDF]
Empirical distortion/cost function
HUGO (Using high-dimensional image models to perform highly undetectable steganography): [PDF] [CODE]
WOW (Designing steganographic distortion using directional filters): [PDF] [CODE]
S-UNIWARD (Universal distortion function for steganography in an arbitrary domain): [PDF] [CODE]
HILL (A new cost function for spatial image steganography) [PDF] [CODE by daniellerch]
Modeling based
MiPOD (Content-Adaptive Steganography by Minimizing Statistical Detectability): [PDF] [CODE]
J-MiPOD (Efficient Steganography in JPEG Images by Minimizing Performance of Optimal Detector): [PDF] [CODE]
MVG (Improving Steganographic Security by Synchronizing the Selection Channel): [PDF] [CODE]
MG (Content-Adaptive Pentary Steganography Using the Multivariate Generalized Gaussian Cover Model): [PDF] [CODE]
Modification synchronizing
CMD (A strategy of clustering modification directions in spatial image steganography): [PDF]
SMD (Improving steganographic security by synchronizing the selection channel): [PDF]
Practical embedding
Gibbs(Gibbs construction in steganography): [PDF]
STC(Minimizing Additive Distortion in Steganography Using Syndrome-Trellis Codes): [PDF]