Steganography on XHS benchmark leaderboard · SOTA2 Research

Steganography on XHS

3.7272Entropy (bit/token)Ours

Evaluation Results

Method	Links
Ours2025.04		3.7272	3.4928	0.9393	0.0299	13.3314	0.7642	0.9209	0.9588	49.83	1
SparSamp2025.04		3.6482	3.4095	0.9304	0.0334	13.5791	0.7549	0.9241	0.9771	51.29	1
METEOR2025.04		3.6247	2.5283	0.6892	0.0328	13.4175	0.7634	0.9309	0.9704	52.38	1
RandomSampling2025.04		3.5673	—	—	0.0319	12.6965	0.7527	0.9198	0.9585	—	—
DISCOP(R.)2025.04		3.5478	3.2606	0.9118	0.0824	14.7447	0.7498	0.9171	0.9542	50.28	1
DISCOP2025.04		3.5371	1.3595	0.3852	0.0523	12.8203	0.7365	0.9066	0.9467	50.03	1
iMEC2025.04		3.1611	2.6495	0.8416	4.2276	13.1721	0.7638	0.9088	0.9665	53.52	0.9987
iMEC2025.04		2.4382	2.0871	0.8579	5.1984	5.1785	0.5655	0.8139	0.8947	53.29	0.9847
SparSamp2025.04		2.3017	2.0893	0.9029	0.0313	5.0892	0.5458	0.7869	0.8824	51.83	1
DISCOP(R.)2025.04		2.2863	2.0416	0.8825	0.0427	5.0154	0.5345	0.7723	0.8792	51.84	1
DISCOP2025.04		2.2291	0.845	0.3837	0.037	4.8425	0.5219	0.7564	0.862	50.97	1
METEOR2025.04		2.2195	1.5028	0.6635	0.0299	4.8673	0.5183	0.756	0.8614	52.91	1
Ours2025.04		2.1986	2.0378	0.9308	0.0298	4.9094	0.5341	0.7675	0.8721	50.81	1
RandomSampling2025.04		2.1963	—	—	0.0294	4.8066	0.5367	0.7639	0.8657	—	—
iMEC2025.04		1.6817	1.3383	0.8177	4.9624	4.1399	0.5976	0.8132	0.9301	54.24	0.8631
DISCOP(R.)2025.04		1.4737	1.2137	0.8243	0.0762	4.9633	0.5583	0.7762	0.8721	50.01	1
Ours2025.04		1.4267	1.256	0.9223	0.0314	4.3966	0.5447	0.7727	0.8745	49.66	1
DISCOP2025.04		1.3739	0.5625	0.438	0.0519	4.3652	0.5399	0.7639	0.8678	49.98	1
METEOR2025.04		1.341	0.8466	0.576	0.0319	7.4924	0.5427	0.772	0.8743	52.38	1
RandomSampling2025.04		1.3315	—	—	0.0313	3.3848	0.5394	0.7649	0.8635	—	—
SparSamp2025.04		1.2692	1.4206	0.9105	0.0343	4.4513	0.5582	0.7857	0.8874	50.73	1