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fMRI-to-image reconstruction on NSD (Subjects 01, 02, 05, 07)

97.8Inception Feature Similarity

SynMind

Updated 1d ago

Evaluation Results

Method
SynMind 2026.01	97.8	0.285	0.407	96.5	98.8	96.9	0.57	0.34	-	-
SynMind* 2026.01	97.2	0.096	0.309	77.9	89.9	96.9	0.609	0.413	-	-
MindTuner 2026.01	95.6	0.322	0.421	95.8	98.8	93.8	0.612	0.34	-	-
NeuralDiffuser 2026.01	95.4	0.318	0.299	95.3	98.3	95.4	0.663	0.401	-	-
MindEye2 2026.01	95.4	0.322	0.431	96.1	98.6	93	0.619	0.344	-	-
NeuroPictor 2026.01	94.5	0.229	0.375	96.5	98.4	93.3	0.639	0.35	-	-
MindEye 2026.01	93.8	0.309	0.323	94.7	97.8	94.1	0.645	0.367	-	-
DREAM 2026.01	93.4	0.274	0.328	93.9	96.7	94.1	0.645	0.418	-	-
MindBridge 2026.01	92.4	0.151	0.263	87.7	95.5	94.7	0.712	0.418	-	-
UMBRAE 2026.01	91.7	0.283	0.341	95.5	97	93.5	0.7	0.393	-	-
BrainDiffuser 2026.01	87.2	0.356	0.254	94.2	96.2	91.5	0.775	0.423	-	-
MindAligner 2026.01	83	0.206	0.414	85.6	91.3	81.2	0.802	0.463	-	-
MindReader 2026.01	78.2	-	-	-	-	-	-	-	-	-
SDRecon 2026.01	76	-	-	83	83	77	-	-	-	-
BrainIT 2025.10	0.973	0.386	0.486	0.984	0.995	0.964	0.564	0.32	-	-
NeuroVLA 2025.10	0.968	0.265	0.357	0.931	0.971	0.975	0.633	0.321	-	-
Psychometry 2026.05	0.958	0.297	0.304	0.964	0.986	0.968	0.628	0.345	-	-
MindTuner 2025.10	0.956	0.322	0.421	0.958	0.988	0.938	0.612	0.34	-	-
MindEye2 2025.10	0.954	0.322	0.431	0.961	0.986	0.93	0.619	0.344	-	-
MindEye 2025.10	0.946	0.319	0.36	0.928	0.969	0.933	0.648	0.377	-	-
NeuroPictor 2025.10	0.945	0.229	0.375	0.965	0.984	0.933	0.639	0.35	-	-
MindDiffuser+MindEye 2026.05	0.945	0.278	0.37	0.955	0.983	0.951	0.706	0.468	-	-
BrainIT 2025.10	0.944	0.331	0.473	0.971	0.986	0.93	0.648	0.37	-	-
Second Sight+MindEye 2026.05	0.939	0.259	0.329	0.939	0.977	0.939	0.645	0.367	-	-
MindEye 2026.05	0.938	0.31	0.331	0.947	0.978	0.938	0.647	0.366	-	-
BrainCLIP 2026.05	0.938	-	-	-	-	0.83	0.907	-	-	-
DREAM 2025.10	0.934	0.274	0.328	0.939	0.967	0.941	0.645	0.418	-	-
DREAM 2026.05	0.934	0.274	0.328	0.939	0.967	0.941	0.645	0.418	-	-
BrainRAM+MindEye 2026.05	0.926	0.176	0.342	0.899	0.957	0.941	0.666	0.381	-	-
MindBridge 2025.10	0.924	0.151	0.263	0.877	0.955	0.947	0.712	0.418	-	-
UMBRAE 2025.10	0.917	0.283	0.341	0.955	0.97	0.935	0.7	0.393	-	-
UMBRAE 2026.05	0.917	0.283	0.341	0.955	0.97	0.935	0.7	0.393	-	-
Brain-Diffuser 2025.10	0.913	0.273	0.365	0.944	0.966	0.909	0.728	0.421	-	-
Brain-Diffuser 2026.05	0.872	0.254	0.356	0.942	0.962	0.915	0.775	0.423	-	-
Duala 2026.03	0.854	0.23	0.416	0.879	0.935	0.835	0.781	0.445	84.5	81.1
MindTuner 2025.10	0.848	0.224	0.42	0.878	0.936	0.835	0.78	0.44	-	-
MindTuner 2026.03	0.848	0.224	0.42	0.878	0.936	0.835	0.78	0.44	83.1	76
Takagi & Nishimoto 2025.10	0.838	0.246	0.41	0.789	0.856	0.821	0.811	0.504	-	-
Second Sight 2026.05	0.82	0.156	0.285	0.884	0.935	0.87	0.792	0.435	-	-
MindEye2 2025.10	0.812	0.195	0.419	0.842	0.906	0.792	0.81	0.468	-	-
MindEye2 2026.03	0.812	0.195	0.419	0.842	0.906	0.792	0.81	0.468	79	57.4
MindAligner 2026.03	0.811	0.206	0.414	0.856	0.916	0.82	0.802	0.463	79	75.3
MindDiffuser 2026.05	0.784	0.256	0.344	0.852	0.843	0.791	0.884	0.551	-	-
Mind-Reader 2026.05	0.782	0.104	0.294	0.709	0.839	0.781	0.853	0.463	-	-
Ozcelik et al. 2026.05	0.764	0.126	0.135	0.689	0.812	0.763	0.879	0.579	-	-
Takagi et al. 2026.05	0.76	0.222	0.318	0.83	0.83	0.77	0.916	0.578	-	-
Gu et al. 2026.05	0.752	0.082	0.297	0.689	0.799	0.704	0.901	0.501	-	-
Gu 2026.01	-	0.325	0.15	-	-	-	0.862	0.465	-	-
MindDiffuser 2026.01	-	0.354	0.278	-	-	76.5	-	-	-	-