Research graph
References from TIIS: Transformer-based invertible neural network for image steganography. Local targets link to admitted publications; unresolved targets remain external evidence.
Image steganalysis using active learning and hyperparameter optimization
10.1038/s41598-025-92082-w · 2025 · External reference
A novel image gravity transform based on least significant bit in image steganography
10.1016/j.matcom.2025.03.010 · 2025 · External reference
A novel and efficient digital image steganography technique using least significant bit substitution
10.1038/s41598-024-83147-3 · 2025 · External reference
High-security image steganography integrating multi-scale feature fusion with residual attention mechanism
10.1016/j.neucom.2025.129838 · 2025 · External reference
A review on spatial domain technique based on image steganography
2017 · External reference
GAN-based spatial image steganography with cross feedback mechanism
10.1016/j.sigpro.2021.108341 · 2022 · External reference
Recent advances of image steganography with generative adversarial networks
10.1109/access.2020.2983175 · 2020 · External reference
Invisible steganography via generative adversarial networks
10.1007/s11042-018-6951-z · 2019 · External reference
SSGAN: Secure steganography based on generative adversarial networks
2017 · External reference
HSDetect-Net: A fuzzy-based deep learning steganalysis framework to detect possible hidden data in digital images
2025 · External reference
Towards robust image steganography
10.1109/tcsvt.2018.2881118 · 2018 · External reference
Robust steganography for high quality images
10.1109/tcsvt.2023.3250750 · 2023 · External reference
High-accuracy image steganography with invertible neural network and generative adversarial network
10.1016/j.sigpro.2025.109988 · 2025 · External reference
10.1109/cvpr52729.2023.02165
10.1109/cvpr52729.2023.02165 · External reference
A survey on Deep-Learning-based image steganography
10.1016/j.eswa.2024.124390 · 2024 · External reference
Hiding images in plain sight: Deep steganography
2017 · External reference
Unresolved reference
2021 · External reference
Deep adaptive hiding network for image hiding using attentive frequency extraction and gradual depth extraction
10.1007/s00521-023-08274-w · 2023 · External reference
Joint adjustment image steganography networks
10.1016/j.image.2023.117022 · 2023 · External reference
Channel attention image steganography with generative adversarial networks
10.1109/tnse.2021.3139671 · 2021 · External reference
AFcIHNet: Attention feature-constrained network for single image information hiding
10.1016/j.engappai.2023.107105 · 2023 · External reference
10.1609/aaai.v38i3.28051
10.1609/aaai.v38i3.28051 · External reference
Unresolved reference
External reference
10.1109/iccv48922.2021.00469
10.1109/iccv48922.2021.00469 · External reference
DeepMIH: Deep invertible network for multiple image hiding
10.1109/tpami.2022.3141725 · 2022 · External reference
iSCMIS: Spatial-channel attention based deep invertible network for multi-image steganography
10.1109/tmm.2023.3307970 · 2023 · External reference
NiNet: A new invertible neural network architecture more suitable for deep image hiding
10.1016/j.ipm.2025.104275 · 2025 · External reference
Unresolved reference
2018 · External reference
10.1609/aaai.v36i3.20267
10.1609/aaai.v36i3.20267 · External reference
Invertible residual networks
2019 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2018 · External reference
Neural networks-based data hiding in digital images: Overview
10.1016/j.neucom.2024.127499 · 2024 · External reference
Steganalysis feature selection with multidimensional evaluation and dynamic threshold allocation
10.1109/tcsvt.2023.3295364 · 2023 · External reference
EIS-OBEA: Enhanced image steganalysis via opposition-based evolutionary algorithm
10.1109/tifs.2025.3549692 · 2025 · External reference
Discrete cosine transform
10.1109/t-c.1974.223784 · 2006 · External reference
Unresolved reference
2016 · External reference
Design of an image edge detection filter using the Sobel operator
10.1109/4.996 · 1988 · External reference
10.1109/cvprw.2017.150
10.1109/cvprw.2017.150 · External reference
Microsoft coco: Common objects in context
2014 · External reference
Imagenet large scale visual recognition challenge
10.1007/s11263-015-0816-y · 2015 · External reference
Unresolved reference
2014 · External reference
Deep residual network for steganalysis of digital images
10.1109/tifs.2018.2871749 · 2018 · External reference
Depth-wise separable convolutions and multi-level pooling for an efficient spatial CNN-based steganalysis
10.1109/tifs.2019.2936913 · 2019 · External reference
Universal deep network for steganalysis of color image based on channel representation
10.1109/tifs.2022.3196265 · 2022 · External reference
Deep adaptive hiding network for image hiding using attentive frequency extraction and gradual depth extraction
10.1007/s00521-023-08274-w · ExternalCitation · doi-reference
Invisible steganography via generative adversarial networks
10.1007/s11042-018-6951-z · ExternalCitation · doi-reference
Imagenet large scale visual recognition challenge
10.1007/s11263-015-0816-y · ExternalCitation · doi-reference
AFcIHNet: Attention feature-constrained network for single image information hiding
10.1016/j.engappai.2023.107105 · ExternalCitation · doi-reference
A survey on Deep-Learning-based image steganography
10.1016/j.eswa.2024.124390 · ExternalCitation · doi-reference
Joint adjustment image steganography networks
10.1016/j.image.2023.117022 · ExternalCitation · doi-reference
NiNet: A new invertible neural network architecture more suitable for deep image hiding
10.1016/j.ipm.2025.104275 · ExternalCitation · doi-reference
A novel image gravity transform based on least significant bit in image steganography
10.1016/j.matcom.2025.03.010 · ExternalCitation · doi-reference
Neural networks-based data hiding in digital images: Overview
10.1016/j.neucom.2024.127499 · ExternalCitation · doi-reference
High-security image steganography integrating multi-scale feature fusion with residual attention mechanism
10.1016/j.neucom.2025.129838 · ExternalCitation · doi-reference
GAN-based spatial image steganography with cross feedback mechanism
10.1016/j.sigpro.2021.108341 · ExternalCitation · doi-reference
High-accuracy image steganography with invertible neural network and generative adversarial network
10.1016/j.sigpro.2025.109988 · ExternalCitation · doi-reference
A novel and efficient digital image steganography technique using least significant bit substitution
10.1038/s41598-024-83147-3 · ExternalCitation · doi-reference
Image steganalysis using active learning and hyperparameter optimization
10.1038/s41598-025-92082-w · ExternalCitation · doi-reference
Design of an image edge detection filter using the Sobel operator
10.1109/4.996 · ExternalCitation · doi-reference
Recent advances of image steganography with generative adversarial networks
10.1109/access.2020.2983175 · ExternalCitation · doi-reference
10.1109/cvpr52729.2023.02165
10.1109/cvpr52729.2023.02165 · ExternalCitation · doi-reference
10.1109/cvprw.2017.150
10.1109/cvprw.2017.150 · ExternalCitation · doi-reference
10.1109/iccv48922.2021.00469
10.1109/iccv48922.2021.00469 · ExternalCitation · doi-reference
Discrete cosine transform
10.1109/t-c.1974.223784 · ExternalCitation · doi-reference
Towards robust image steganography
10.1109/tcsvt.2018.2881118 · ExternalCitation · doi-reference
Robust steganography for high quality images
10.1109/tcsvt.2023.3250750 · ExternalCitation · doi-reference
Steganalysis feature selection with multidimensional evaluation and dynamic threshold allocation
10.1109/tcsvt.2023.3295364 · ExternalCitation · doi-reference
Deep residual network for steganalysis of digital images
10.1109/tifs.2018.2871749 · ExternalCitation · doi-reference
Depth-wise separable convolutions and multi-level pooling for an efficient spatial CNN-based steganalysis
10.1109/tifs.2019.2936913 · ExternalCitation · doi-reference
Universal deep network for steganalysis of color image based on channel representation
10.1109/tifs.2022.3196265 · ExternalCitation · doi-reference
EIS-OBEA: Enhanced image steganalysis via opposition-based evolutionary algorithm
10.1109/tifs.2025.3549692 · ExternalCitation · doi-reference
iSCMIS: Spatial-channel attention based deep invertible network for multi-image steganography
10.1109/tmm.2023.3307970 · ExternalCitation · doi-reference
Channel attention image steganography with generative adversarial networks
10.1109/tnse.2021.3139671 · ExternalCitation · doi-reference
DeepMIH: Deep invertible network for multiple image hiding
10.1109/tpami.2022.3141725 · ExternalCitation · doi-reference
10.1609/aaai.v36i3.20267
10.1609/aaai.v36i3.20267 · ExternalCitation · doi-reference
10.1609/aaai.v38i3.28051
10.1609/aaai.v38i3.28051 · ExternalCitation · doi-reference
