Image Steganography on Stego260 (test)
43.78PSNRRIIS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RIISCondition=Clean, Training=Trained exclusively on degraded data2023.05 | 43.78 | — | — | — | — | |
| HiNetCondition=Clean2023.05 | 42.98 | — | — | — | — | |
| ISNCondition=Clean2023.05 | 41.83 | — | — | — | — | |
| BalujaCondition=Clean2023.05 | 34.24 | — | — | — | — | |
| RIISDegradation=JPEG compression, Quality factor (Q)=80, Training=Trained exclusively on degraded data2023.05 | 27.02 | — | — | — | — | |
| RIISDegradation=Gaussian noise, sigma=10, Training=Trained exclusively on degraded data2023.05 | 26.03 | — | — | — | — | |
| RIISDegradation=JPEG compression, Quality factor (Q)=40, Training=Trained exclusively on degraded data2023.05 | 25.41 | — | — | — | — | |
| CROSSCondition=Clean, Inference Mode=Zero-shot2023.05 | 23.79 | — | — | — | — | |
| CROSSDegradation=JPEG compression, Quality factor (Q)=80, Inference Mode=Zero-shot2023.05 | 23.51 | — | — | — | — | |
| CROSSDegradation=JPEG compression, Quality factor (Q)=40, Inference Mode=Zero-shot2023.05 | 22.74 | — | — | — | — | |
| RIISDegradation=JPEG compression, Quality factor (Q)=20, Training=Trained exclusively on degraded data2023.05 | 22.03 | — | — | — | — | |
| CROSSDegradation=Gaussian noise, sigma=10, Inference Mode=Zero-shot2023.05 | 21.89 | — | — | — | — | |
| CROSSDegradation=JPEG compression, Quality factor (Q)=20, Inference Mode=Zero-shot2023.05 | 21.74 | — | — | — | — | |
| CROSSDegradation=Gaussian denoiser [60], sigma=10, Inference Mode=Zero-shot2023.05 | 21.39 | — | — | — | — | |
| CROSSDegradation=Gaussian denoiser [60], sigma=20, Inference Mode=Zero-shot2023.05 | 21.24 | — | — | — | — | |
| CROSSDegradation=JPEG enhancer [60], Quality factor (Q)=40, Inference Mode=Zero-shot2023.05 | 21.22 | — | — | — | — | |
| CROSSDegradation=JPEG enhancer [60], Quality factor (Q)=80, Inference Mode=Zero-shot2023.05 | 21.19 | — | — | — | — | |
| CROSSDegradation=Gaussian denoiser [60], sigma=30, Inference Mode=Zero-shot2023.05 | 21.02 | — | — | — | — | |
| RIISDegradation=Gaussian denoiser [60], sigma=10, Training=Trained exclusively on degraded data2023.05 | 20.89 | — | — | — | — | |
| CROSSDegradation=JPEG enhancer [60], Quality factor (Q)=20, Inference Mode=Zero-shot2023.05 | 20.6 | — | — | — | — | |
| CROSSDegradation=Gaussian noise, sigma=20, Inference Mode=Zero-shot2023.05 | 20.19 | — | — | — | — | |
| RIISDegradation=JPEG enhancer [60], Quality factor (Q)=80, Training=Trained exclusively on degraded data2023.05 | 20.13 | — | — | — | — | |
| RIISDegradation=Gaussian noise, sigma=20, Training=Trained exclusively on degraded data2023.05 | 18.89 | — | — | — | — | |
| CROSSDegradation=Gaussian noise, sigma=30, Inference Mode=Zero-shot2023.05 | 18.77 | — | — | — | — | |
| RIISDegradation=JPEG enhancer [60], Quality factor (Q)=40, Training=Trained exclusively on degraded data2023.05 | 16.74 | — | — | — | — | |
| RIISDegradation=Gaussian denoiser [60], sigma=20, Training=Trained exclusively on degraded data2023.05 | 15.97 | — | — | — | — | |
| RIISDegradation=Gaussian noise, sigma=30, Training=Trained exclusively on degraded data2023.05 | 15.85 | — | — | — | — | |
| RIISDegradation=Gaussian denoiser [60], sigma=30, Training=Trained exclusively on degraded data2023.05 | 13.92 | — | — | — | — | |
| RIISDegradation=JPEG enhancer [60], Quality factor (Q)=20, Training=Trained exclusively on degraded data2023.05 | 13.88 | — | — | — | — | |
| ISNDegradation=JPEG compression, Quality factor (Q)=802023.05 | 13.44 | — | — | — | — | |
| HiNetDegradation=JPEG compression, Quality factor (Q)=802023.05 | 13.23 | — | — | — | — | |
| HiNetDegradation=Gaussian noise, sigma=102023.05 | 12.91 | — | — | — | — | |
| ISNDegradation=Gaussian noise, sigma=102023.05 | 12.75 | — | — | — | — | |
| ISNDegradation=Gaussian denoiser [60], sigma=102023.05 | 11.94 | — | — | — | — | |
| BalujaDegradation=JPEG compression, Quality factor (Q)=802023.05 | 11.92 | — | — | — | — | |
| HiNetDegradation=JPEG enhancer [60], Quality factor (Q)=802023.05 | 11.88 | — | — | — | — | |
| HiNetDegradation=Gaussian denoiser [60], sigma=102023.05 | 11.87 | — | — | — | — | |
| ISNDegradation=JPEG enhancer [60], Quality factor (Q)=802023.05 | 11.63 | — | — | — | — | |
| HiNetDegradation=Gaussian noise, sigma=202023.05 | 11.54 | — | — | — | — | |
| ISNDegradation=Gaussian noise, sigma=202023.05 | 10.98 | — | — | — | — | |
| BalujaDegradation=Gaussian noise, sigma=102023.05 | 10.3 | — | — | — | — | |
| HiNetDegradation=Gaussian noise, sigma=302023.05 | 10.23 | — | — | — | — | |
| ISNDegradation=Gaussian noise, sigma=302023.05 | 9.93 | — | — | — | — | |
| BalujaDegradation=JPEG enhancer [60], Quality factor (Q)=802023.05 | 9.88 | — | — | — | — | |
| HiNetDegradation=JPEG compression, Quality factor (Q)=402023.05 | 9.78 | — | — | — | — | |
| ISNDegradation=JPEG compression, Quality factor (Q)=402023.05 | 9.69 | — | — | — | — | |
| ISNDegradation=Gaussian denoiser [60], sigma=202023.05 | 9.44 | — | — | — | — | |
| HiNetDegradation=Gaussian denoiser [60], sigma=202023.05 | 9.32 | — | — | — | — | |
| BalujaDegradation=JPEG compression, Quality factor (Q)=402023.05 | 8.33 | — | — | — | — | |
| HiNetDegradation=JPEG enhancer [60], Quality factor (Q)=402023.05 | 8.21 | — | — | — | — | |
| ISNDegradation=JPEG enhancer [60], Quality factor (Q)=402023.05 | 8.08 | — | — | — | — | |
| BalujaDegradation=Gaussian denoiser [60], sigma=102023.05 | 7.97 | — | — | — | — | |
| BalujaDegradation=Gaussian noise, sigma=202023.05 | 7.54 | — | — | — | — | |
| ISNDegradation=JPEG compression, Quality factor (Q)=202023.05 | 7.15 | — | — | — | — | |
| HiNetDegradation=JPEG compression, Quality factor (Q)=202023.05 | 7.03 | — | — | — | — | |
| BalujaDegradation=JPEG enhancer [60], Quality factor (Q)=402023.05 | 6.98 | — | — | — | — | |
| BalujaDegradation=Gaussian noise, sigma=302023.05 | 6.92 | — | — | — | — | |
| HiNetDegradation=Gaussian denoiser [60], sigma=302023.05 | 6.87 | — | — | — | — | |
| ISNDegradation=Gaussian denoiser [60], sigma=302023.05 | 6.65 | — | — | — | — | |
| BalujaDegradation=JPEG compression, Quality factor (Q)=202023.05 | 6.59 | — | — | — | — | |
| BalujaDegradation=Gaussian denoiser [60], sigma=202023.05 | 6.1 | — | — | — | — | |
| ISNDegradation=JPEG enhancer [60], Quality factor (Q)=202023.05 | 5.88 | — | — | — | — | |
| HiNetDegradation=JPEG enhancer [60], Quality factor (Q)=202023.05 | 5.59 | — | — | — | — | |
| BalujaDegradation=Gaussian denoiser [60], sigma=302023.05 | 5.49 | — | — | — | — | |
| BalujaDegradation=JPEG enhancer [60], Quality factor (Q)=202023.05 | 5.21 | — | — | — | — | |
| CROSS2023.05 | — | 3.04 | 1.32 | 0.08 | 2.11 |