Generative Steganography on WILD
2.1539Entropy (bit/token)DISCOP (R.)
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DISCOP (R.)Model=QWEN2025.04 | 2.1539 | 1.9093 | 0.8866 | 0.0822 | 5.1384 | 0.6708 | 0.8821 | 0.9431 | 51.48 | 1 | |
| iMECModel=QWEN2025.04 | 2.1231 | 1.6174 | 0.7466 | 3.5392 | 4.9894 | 0.6994 | 0.9023 | 0.9536 | 52.27 | 0.9952 | |
| METEORModel=QWEN2025.04 | 2.0963 | 1.3047 | 0.6233 | 0.0329 | 4.9355 | 0.6676 | 0.8788 | 0.9426 | 51.83 | 1 | |
| SparSampModel=QWEN2025.04 | 2.0895 | 1.8905 | 0.9052 | 0.0299 | 4.9285 | 0.6431 | 0.8919 | 0.9426 | 51.87 | 1 | |
| Random SamplingModel=QWEN2025.04 | 2.0806 | — | — | 0.0296 | 4.7768 | 0.6604 | 0.875 | 0.9382 | — | — | |
| Adaptive Dynamic Sampling (ADS)Model=QWEN2025.04 | 2.0641 | 1.8789 | 0.9103 | 0.0293 | 4.7569 | 0.6716 | 0.8811 | 0.9409 | 49.83 | 1 | |
| DISCOPModel=QWEN2025.04 | 1.9569 | 0.8367 | 0.4275 | 0.0558 | 4.2501 | 0.6632 | 0.8748 | 0.9394 | 51.94 | 1 | |
| iMECModel=MISTRAL2025.04 | 1.0235 | 0.7345 | 0.6923 | 3.8231 | 2.2813 | 0.6865 | 0.8827 | 0.9442 | 53.25 | 0.8825 | |
| SparSampModel=MISTRAL2025.04 | 1.0144 | 0.8562 | 0.8411 | 0.0314 | 2.1201 | 0.6091 | 0.8426 | 0.9245 | 51.57 | 1 | |
| Adaptive Dynamic Sampling (ADS)Model=MISTRAL2025.04 | 0.9872 | 0.8964 | 0.9137 | 0.0295 | 2.0788 | 0.6097 | 0.8415 | 0.9246 | 50.18 | 1 | |
| METEORModel=MISTRAL2025.04 | 0.987 | 0.5732 | 0.5633 | 0.0298 | 2.0888 | 0.6135 | 0.8458 | 0.9275 | 54.23 | 1 | |
| DISCOP (R.)Model=MISTRAL2025.04 | 0.9506 | 0.7683 | 0.793 | 0.0427 | 2.0141 | 0.6086 | 0.8389 | 0.9215 | 51.42 | 1 | |
| Random SamplingModel=MISTRAL2025.04 | 0.9489 | — | — | 0.0295 | 1.989 | 0.6073 | 0.8377 | 0.9208 | — | — | |
| DISCOPModel=MISTRAL2025.04 | 0.9267 | 0.4242 | 0.4631 | 0.0379 | 1.9848 | 0.6044 | 0.8351 | 0.9192 | 51.51 | 1 | |
| iMECModel=LLAMA32025.04 | 0.839 | 0.6057 | 0.7218 | 5.9045 | 1.8825 | 0.6494 | 0.8822 | 0.9416 | 55.17 | 0.8432 | |
| METEORModel=LLAMA32025.04 | 0.7172 | 0.4031 | 0.5574 | 0.0317 | 1.7815 | 0.61 | 0.8465 | 0.9284 | 53.86 | 1 | |
| SparSampModel=LLAMA32025.04 | 0.7085 | 0.5713 | 0.8183 | 0.0336 | 1.7657 | 0.6061 | 0.844 | 0.9293 | 51.07 | 1 | |
| Adaptive Dynamic Sampling (ADS)Model=LLAMA32025.04 | 0.7028 | 0.6572 | 0.9352 | 0.0313 | 1.7035 | 0.6063 | 0.8339 | 0.926 | 49.73 | 1 | |
| DISCOP (R.)Model=LLAMA32025.04 | 0.6955 | 0.5221 | 0.7425 | 0.0765 | 1.7083 | 0.606 | 0.8408 | 0.9219 | 50.19 | 1 | |
| Random SamplingModel=LLAMA32025.04 | 0.6934 | — | — | 0.0312 | 1.734 | 0.609 | 0.8399 | 0.9222 | — | — | |
| DISCOPModel=LLAMA32025.04 | 0.6928 | 0.3297 | 0.4795 | 0.054 | 1.7405 | 0.6078 | 0.8456 | 0.9301 | 49.98 | 1 |