| { |
| "model_type": "brain_encoder", |
| "architecture": "DeepBrainEncoder", |
| "backbone": "CLIP-ViT-L/14 (multi-layer)", |
| "dataset": "pscotti/naturalscenesdataset", |
| "subject": "subj01", |
| "input_dim": 4096, |
| "n_voxels": 47236, |
| "hidden_dims": [ |
| 2048, |
| 2048, |
| 1024 |
| ], |
| "dropout": 0.3, |
| "roi_names": { |
| "1": "V1v", |
| "2": "V1d", |
| "3": "V2v", |
| "4": "V2d", |
| "5": "V3v", |
| "6": "V3d", |
| "7": "hV4", |
| "8": "EBA", |
| "9": "FBA-1", |
| "10": "FBA-2", |
| "11": "mTL-bodies", |
| "12": "OFA", |
| "13": "FFA-1", |
| "14": "FFA-2", |
| "15": "mTL-faces", |
| "16": "aTL-faces", |
| "17": "OPA", |
| "18": "PPA", |
| "19": "RSC", |
| "20": "OWFA", |
| "21": "VWFA-1", |
| "22": "VWFA-2", |
| "23": "mfs-words", |
| "24": "mTL-words" |
| }, |
| "functional_networks": { |
| "early_visual": [ |
| 1, |
| 2, |
| 3, |
| 4, |
| 5, |
| 6, |
| 7 |
| ], |
| "body_selective": [ |
| 8, |
| 9, |
| 10, |
| 11 |
| ], |
| "face_selective": [ |
| 12, |
| 13, |
| 14, |
| 15, |
| 16 |
| ], |
| "place_selective": [ |
| 17, |
| 18, |
| 19 |
| ], |
| "word_selective": [ |
| 20, |
| 21, |
| 22, |
| 23, |
| 24 |
| ] |
| }, |
| "training": { |
| "n_train": 2000, |
| "n_val": 200, |
| "n_epochs_trained": 12, |
| "best_val_loss": 0.9571766257286072, |
| "ridge_best_alpha": 31622.776601683792 |
| }, |
| "deep_roi_metrics": { |
| "V1v": { |
| "mean_r": 0.1576334621526059, |
| "median_r": 0.14261883447763996, |
| "n_voxels": 800, |
| "n_predictable": 800 |
| }, |
| "V1d": { |
| "mean_r": 0.15372228896336587, |
| "median_r": 0.14113084707377938, |
| "n_voxels": 750, |
| "n_predictable": 750 |
| }, |
| "V2v": { |
| "mean_r": 0.1578722012472352, |
| "median_r": 0.14904897954912438, |
| "n_voxels": 650, |
| "n_predictable": 648 |
| }, |
| "V2d": { |
| "mean_r": 0.15162635678651856, |
| "median_r": 0.13624937085508484, |
| "n_voxels": 600, |
| "n_predictable": 600 |
| }, |
| "V3v": { |
| "mean_r": 0.14665925288811196, |
| "median_r": 0.13035591881463865, |
| "n_voxels": 500, |
| "n_predictable": 500 |
| }, |
| "V3d": { |
| "mean_r": 0.15480264656026757, |
| "median_r": 0.1372327979518146, |
| "n_voxels": 450, |
| "n_predictable": 450 |
| }, |
| "hV4": { |
| "mean_r": 0.15714913436046624, |
| "median_r": 0.14060653676344728, |
| "n_voxels": 700, |
| "n_predictable": 699 |
| }, |
| "EBA": { |
| "mean_r": 0.15808550649835176, |
| "median_r": 0.13469971599069894, |
| "n_voxels": 350, |
| "n_predictable": 349 |
| }, |
| "FBA-1": { |
| "mean_r": 0.1671879798379308, |
| "median_r": 0.14595256103869952, |
| "n_voxels": 200, |
| "n_predictable": 199 |
| }, |
| "FBA-2": { |
| "mean_r": 0.1293096422976828, |
| "median_r": 0.10489039686936216, |
| "n_voxels": 150, |
| "n_predictable": 150 |
| }, |
| "mTL-bodies": { |
| "mean_r": 0.15099784047354314, |
| "median_r": 0.12368996797277573, |
| "n_voxels": 100, |
| "n_predictable": 100 |
| }, |
| "OFA": { |
| "mean_r": 0.16095137024227704, |
| "median_r": 0.14298916718243138, |
| "n_voxels": 200, |
| "n_predictable": 200 |
| }, |
| "FFA-1": { |
| "mean_r": 0.1694563567656249, |
| "median_r": 0.15842924004524467, |
| "n_voxels": 350, |
| "n_predictable": 350 |
| }, |
| "FFA-2": { |
| "mean_r": 0.15524916623562784, |
| "median_r": 0.13566571365153413, |
| "n_voxels": 300, |
| "n_predictable": 300 |
| }, |
| "mTL-faces": { |
| "mean_r": 0.13183280403047448, |
| "median_r": 0.1190577130534968, |
| "n_voxels": 100, |
| "n_predictable": 100 |
| }, |
| "aTL-faces": { |
| "mean_r": 0.13511725698714935, |
| "median_r": 0.106550233978432, |
| "n_voxels": 80, |
| "n_predictable": 80 |
| }, |
| "OPA": { |
| "mean_r": 0.15565985234074164, |
| "median_r": 0.13925283166007896, |
| "n_voxels": 250, |
| "n_predictable": 250 |
| }, |
| "PPA": { |
| "mean_r": 0.16179803529106362, |
| "median_r": 0.14033121120442632, |
| "n_voxels": 500, |
| "n_predictable": 500 |
| }, |
| "RSC": { |
| "mean_r": 0.1626838750376979, |
| "median_r": 0.15481271233207292, |
| "n_voxels": 350, |
| "n_predictable": 349 |
| }, |
| "OWFA": { |
| "mean_r": 0.16034648214400274, |
| "median_r": 0.14209077124432096, |
| "n_voxels": 100, |
| "n_predictable": 100 |
| }, |
| "VWFA-1": { |
| "mean_r": 0.16642322624290365, |
| "median_r": 0.167243692354657, |
| "n_voxels": 200, |
| "n_predictable": 200 |
| }, |
| "VWFA-2": { |
| "mean_r": 0.15615810187610105, |
| "median_r": 0.15019109233751568, |
| "n_voxels": 150, |
| "n_predictable": 150 |
| }, |
| "mfs-words": { |
| "mean_r": 0.1335864895639431, |
| "median_r": 0.11537763087184802, |
| "n_voxels": 80, |
| "n_predictable": 80 |
| }, |
| "mTL-words": { |
| "mean_r": 0.14322269584286518, |
| "median_r": 0.13234912964850346, |
| "n_voxels": 60, |
| "n_predictable": 59 |
| } |
| }, |
| "ridge_roi_metrics": { |
| "V1v": { |
| "mean_r": 0.17457817850313379, |
| "median_r": 0.1576657250312089, |
| "n_voxels": 800 |
| }, |
| "V1d": { |
| "mean_r": 0.17377368485281616, |
| "median_r": 0.1534918131099834, |
| "n_voxels": 750 |
| }, |
| "V2v": { |
| "mean_r": 0.17390320703268125, |
| "median_r": 0.15874976691971487, |
| "n_voxels": 650 |
| }, |
| "V2d": { |
| "mean_r": 0.1701542024857574, |
| "median_r": 0.15426242645358273, |
| "n_voxels": 600 |
| }, |
| "V3v": { |
| "mean_r": 0.16996868245186658, |
| "median_r": 0.1554975179353533, |
| "n_voxels": 500 |
| }, |
| "V3d": { |
| "mean_r": 0.17418177346906166, |
| "median_r": 0.15676914160747313, |
| "n_voxels": 450 |
| }, |
| "hV4": { |
| "mean_r": 0.18159178961496086, |
| "median_r": 0.1622918810054863, |
| "n_voxels": 700 |
| }, |
| "EBA": { |
| "mean_r": 0.1758593990810133, |
| "median_r": 0.16527829188763557, |
| "n_voxels": 350 |
| }, |
| "FBA-1": { |
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| "median_r": 0.1524667600840443, |
| "n_voxels": 200 |
| }, |
| "FBA-2": { |
| "mean_r": 0.14463940868858255, |
| "median_r": 0.1315202895041308, |
| "n_voxels": 150 |
| }, |
| "mTL-bodies": { |
| "mean_r": 0.17506314755973773, |
| "median_r": 0.14952484499530672, |
| "n_voxels": 100 |
| }, |
| "OFA": { |
| "mean_r": 0.17924521891675588, |
| "median_r": 0.17250569165791713, |
| "n_voxels": 200 |
| }, |
| "FFA-1": { |
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| "median_r": 0.17403629542455873, |
| "n_voxels": 350 |
| }, |
| "FFA-2": { |
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| "median_r": 0.14496269191940858, |
| "n_voxels": 300 |
| }, |
| "mTL-faces": { |
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| "median_r": 0.1181796001035757, |
| "n_voxels": 100 |
| }, |
| "aTL-faces": { |
| "mean_r": 0.15042255710309854, |
| "median_r": 0.12665303035298064, |
| "n_voxels": 80 |
| }, |
| "OPA": { |
| "mean_r": 0.17575916326420854, |
| "median_r": 0.165652497954703, |
| "n_voxels": 250 |
| }, |
| "PPA": { |
| "mean_r": 0.18048592610270764, |
| "median_r": 0.16218022314263986, |
| "n_voxels": 500 |
| }, |
| "RSC": { |
| "mean_r": 0.18285411006255822, |
| "median_r": 0.17464684036267858, |
| "n_voxels": 350 |
| }, |
| "OWFA": { |
| "mean_r": 0.18876492224656857, |
| "median_r": 0.1785759978284866, |
| "n_voxels": 100 |
| }, |
| "VWFA-1": { |
| "mean_r": 0.18710368090458304, |
| "median_r": 0.17911526599612493, |
| "n_voxels": 200 |
| }, |
| "VWFA-2": { |
| "mean_r": 0.17166100268760406, |
| "median_r": 0.15370067892636619, |
| "n_voxels": 150 |
| }, |
| "mfs-words": { |
| "mean_r": 0.15649661700290204, |
| "median_r": 0.1366318140238019, |
| "n_voxels": 80 |
| }, |
| "mTL-words": { |
| "mean_r": 0.15956215705285098, |
| "median_r": 0.13756425158992636, |
| "n_voxels": 60 |
| } |
| } |
| } |
