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

97.8Inception Feature Similarity

SynMind

Updated 1mo 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	-	-
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	-	-
BrainIT 2025.10	0.944	0.331	0.473	0.971	0.986	0.93	0.648	0.37	-	-
DREAM 2025.10	0.934	0.274	0.328	0.939	0.967	0.941	0.645	0.418	-	-
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	-	-
Brain-Diffuser 2025.10	0.913	0.273	0.365	0.944	0.966	0.909	0.728	0.421	-	-
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	-	-
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
Gu 2026.01	-	0.325	0.15	-	-	-	0.862	0.465	-	-
MindDiffuser 2026.01	-	0.354	0.278	-	-	76.5	-	-	-	-