NeuralDream // MindCanvas — EEG Thought Reconstruction

01 // Neural Input Console 100Hz

Subject Neural Stream

Select 1.0s Visual Thought EEG Slice (100 Timepoints)

Sequence Encoder Architecture (Trained Checkpoints)

Inject Live Signal Perturbation (Gaussian Noise σ)

Clean (0.0) σ = 0.05 (Train Default) Noisy (0.20)

Temporal Masking Window (Zero-Out ERP Slice)

0ms 150ms Masked (15 pts) 250ms

Block Size

20 (200ms)

Parameters

3,544,321

Test Top-10

53.0%

Test Top-1

14.5%

02 // 17-Channel Occipital/Parietal EEG Stream (-200ms to +800ms) CHANNELS: O1, Oz, O2, PO3, PO4, Pz...

TEMPORAL ATTENTION WEIGHTS (w) ACROSS SEQUENCE BLOCKS: Peak ERP Focus: +200ms to +400ms (N170 / P300)

03 // Latent CLIP Projection & unCLIP Thought Synthesis READY

VISUAL STIMULUS (GT) aircraft_carrier

DECODED SYNTHESIS CosSim: 0.438

TOP-5 ZERO-SHOT CLIP RETRIEVAL (200 CONCEPTS):