{ "total_runs": 32, "best_run": { "run_idx": 1, "run_name": "L32_64_128_256_Res_SE_lr5e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": true, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6551724137931034, "best_epoch": 34, "final_metrics": { "precision_per_class": [ 0.7925925925925926, 0.5809312638580931, 0.6439628482972136 ], "recall_per_class": [ 0.6149425287356322, 0.7528735632183908, 0.5977011494252874 ], "f1_per_class": [ 0.6925566343042071, 0.655819774718398, 0.6199701937406855 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 214, 84, 50 ], [ 21, 262, 65 ], [ 35, 105, 208 ] ] }, "total_params": 1327235, "epochs_trained": 49, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_001_L32_64_128_256_Res_SE_lr5e-04_d0.3" }, "all_results_sorted": [ { "run_idx": 1, "run_name": "L32_64_128_256_Res_SE_lr5e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": true, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6551724137931034, "best_epoch": 34, "final_metrics": { "precision_per_class": [ 0.7925925925925926, 0.5809312638580931, 0.6439628482972136 ], "recall_per_class": [ 0.6149425287356322, 0.7528735632183908, 0.5977011494252874 ], "f1_per_class": [ 0.6925566343042071, 0.655819774718398, 0.6199701937406855 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 214, 84, 50 ], [ 21, 262, 65 ], [ 35, 105, 208 ] ] }, "total_params": 1327235, "epochs_trained": 49, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_001_L32_64_128_256_Res_SE_lr5e-04_d0.3" }, { "run_idx": 9, "run_name": "L64_128_256_Res_SE_lr5e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": true, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6503831417624522, "best_epoch": 60, "final_metrics": { "precision_per_class": [ 0.8042704626334519, 0.5841836734693877, 0.6037735849056604 ], "recall_per_class": [ 0.6494252873563219, 0.6580459770114943, 0.6436781609195402 ], "f1_per_class": [ 0.7186009538950715, 0.6189189189189189, 0.6230876216968011 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 226, 76, 46 ], [ 18, 229, 101 ], [ 37, 87, 224 ] ] }, "total_params": 1298179, "epochs_trained": 60, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_009_L64_128_256_Res_SE_lr5e-04_d0.3" }, { "run_idx": 17, "run_name": "L32_64_128_256_Res_SE_lr1e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": true, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6494252873563219, "best_epoch": 54, "final_metrics": { "precision_per_class": [ 0.7755102040816326, 0.575, 0.635483870967742 ], "recall_per_class": [ 0.6551724137931034, 0.7270114942528736, 0.5660919540229885 ], "f1_per_class": [ 0.7102803738317757, 0.6421319796954315, 0.5987841945288754 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 228, 80, 40 ], [ 22, 253, 73 ], [ 44, 107, 197 ] ] }, "total_params": 1327235, "epochs_trained": 60, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_017_L32_64_128_256_Res_SE_lr1e-04_d0.3" }, { "run_idx": 25, "run_name": "L64_128_256_Res_SE_lr1e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": true, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6436781609195402, "best_epoch": 58, "final_metrics": { "precision_per_class": [ 0.7818181818181819, 0.5542406311637081, 0.6717557251908397 ], "recall_per_class": [ 0.617816091954023, 0.8074712643678161, 0.5057471264367817 ], "f1_per_class": [ 0.6902086677367576, 0.6573099415204678, 0.5770491803278689 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 215, 95, 38 ], [ 19, 281, 48 ], [ 41, 131, 176 ] ] }, "total_params": 1298179, "epochs_trained": 60, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_025_L64_128_256_Res_SE_lr1e-04_d0.3" }, { "run_idx": 2, "run_name": "L32_64_128_256_Res_SE_lr5e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": true, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6417624521072797, "best_epoch": 30, "final_metrics": { "precision_per_class": [ 0.8014705882352942, 0.5727923627684964, 0.6005665722379604 ], "recall_per_class": [ 0.6264367816091954, 0.6896551724137931, 0.6091954022988506 ], "f1_per_class": [ 0.7032258064516129, 0.6258148631029987, 0.6048502139800286 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 218, 78, 52 ], [ 19, 240, 89 ], [ 35, 101, 212 ] ] }, "total_params": 1327235, "epochs_trained": 45, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_002_L32_64_128_256_Res_SE_lr5e-04_d0.4" }, { "run_idx": 4, "run_name": "L32_64_128_256_Res_lr5e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": true, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6408045977011494, "best_epoch": 60, "final_metrics": { "precision_per_class": [ 0.8199233716475096, 0.5668202764976958, 0.5988538681948424 ], "recall_per_class": [ 0.6149425287356322, 0.7068965517241379, 0.6005747126436781 ], "f1_per_class": [ 0.7027914614121511, 0.629156010230179, 0.599713055954089 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 214, 72, 62 ], [ 24, 246, 78 ], [ 23, 116, 209 ] ] }, "total_params": 1316355, "epochs_trained": 60, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_004_L32_64_128_256_Res_lr5e-04_d0.4" }, { "run_idx": 19, "run_name": "L32_64_128_256_Res_lr1e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": true, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6360153256704981, "best_epoch": 33, "final_metrics": { "precision_per_class": [ 0.773972602739726, 0.5595505617977528, 0.6156351791530945 ], "recall_per_class": [ 0.6494252873563219, 0.7155172413793104, 0.5431034482758621 ], "f1_per_class": [ 0.70625, 0.6279949558638083, 0.5770992366412214 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 226, 79, 43 ], [ 24, 249, 75 ], [ 42, 117, 189 ] ] }, "total_params": 1316355, "epochs_trained": 48, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_019_L32_64_128_256_Res_lr1e-04_d0.3" }, { "run_idx": 18, "run_name": "L32_64_128_256_Res_SE_lr1e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": true, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6350574712643678, "best_epoch": 59, "final_metrics": { "precision_per_class": [ 0.8022388059701493, 0.5752427184466019, 0.5796703296703297 ], "recall_per_class": [ 0.617816091954023, 0.6810344827586207, 0.6063218390804598 ], "f1_per_class": [ 0.698051948051948, 0.6236842105263158, 0.5926966292134831 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 215, 70, 63 ], [ 21, 237, 90 ], [ 32, 105, 211 ] ] }, "total_params": 1327235, "epochs_trained": 60, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_018_L32_64_128_256_Res_SE_lr1e-04_d0.4" }, { "run_idx": 10, "run_name": "L64_128_256_Res_SE_lr5e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": true, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.632183908045977, "best_epoch": 33, "final_metrics": { "precision_per_class": [ 0.7886792452830189, 0.5524017467248908, 0.616822429906542 ], "recall_per_class": [ 0.6005747126436781, 0.7270114942528736, 0.5689655172413793 ], "f1_per_class": [ 0.6818923327895595, 0.6277915632754343, 0.5919282511210763 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 209, 94, 45 ], [ 17, 253, 78 ], [ 39, 111, 198 ] ] }, "total_params": 1298179, "epochs_trained": 48, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_010_L64_128_256_Res_SE_lr5e-04_d0.4" }, { "run_idx": 26, "run_name": "L64_128_256_Res_SE_lr1e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": true, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6312260536398467, "best_epoch": 60, "final_metrics": { "precision_per_class": [ 0.819672131147541, 0.5394736842105263, 0.6417910447761194 ], "recall_per_class": [ 0.5747126436781609, 0.8247126436781609, 0.4942528735632184 ], "f1_per_class": [ 0.6756756756756757, 0.6522727272727272, 0.5584415584415584 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 200, 97, 51 ], [ 16, 287, 45 ], [ 28, 148, 172 ] ] }, "total_params": 1298179, "epochs_trained": 60, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_026_L64_128_256_Res_SE_lr1e-04_d0.4" }, { "run_idx": 20, "run_name": "L32_64_128_256_Res_lr1e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": true, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6226053639846744, "best_epoch": 34, "final_metrics": { "precision_per_class": [ 0.7627737226277372, 0.5470459518599562, 0.610223642172524 ], "recall_per_class": [ 0.6005747126436781, 0.7183908045977011, 0.5488505747126436 ], "f1_per_class": [ 0.6720257234726688, 0.6211180124223602, 0.5779122541603631 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 209, 90, 49 ], [ 25, 250, 73 ], [ 40, 117, 191 ] ] }, "total_params": 1316355, "epochs_trained": 49, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_020_L32_64_128_256_Res_lr1e-04_d0.4" }, { "run_idx": 6, "run_name": "L32_64_128_256_SE_lr5e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": false, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6216475095785441, "best_epoch": 35, "final_metrics": { "precision_per_class": [ 0.8016528925619835, 0.5362035225048923, 0.6219931271477663 ], "recall_per_class": [ 0.5574712643678161, 0.7873563218390804, 0.5201149425287356 ], "f1_per_class": [ 0.6576271186440678, 0.6379511059371362, 0.5665101721439749 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 194, 100, 54 ], [ 18, 274, 56 ], [ 30, 137, 181 ] ] }, "total_params": 499331, "epochs_trained": 50, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_006_L32_64_128_256_SE_lr5e-04_d0.4" }, { "run_idx": 3, "run_name": "L32_64_128_256_Res_lr5e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": true, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6197318007662835, "best_epoch": 31, "final_metrics": { "precision_per_class": [ 0.7517006802721088, 0.5404814004376368, 0.6109215017064846 ], "recall_per_class": [ 0.6350574712643678, 0.7097701149425287, 0.514367816091954 ], "f1_per_class": [ 0.6884735202492211, 0.613664596273292, 0.5585023400936038 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 221, 82, 45 ], [ 32, 247, 69 ], [ 41, 128, 179 ] ] }, "total_params": 1316355, "epochs_trained": 46, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_003_L32_64_128_256_Res_lr5e-04_d0.3" }, { "run_idx": 11, "run_name": "L64_128_256_Res_lr5e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": true, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6187739463601533, "best_epoch": 32, "final_metrics": { "precision_per_class": [ 0.7831325301204819, 0.5333333333333333, 0.6280701754385964 ], "recall_per_class": [ 0.5603448275862069, 0.7816091954022989, 0.514367816091954 ], "f1_per_class": [ 0.6532663316582915, 0.634032634032634, 0.5655608214849921 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 195, 103, 50 ], [ 20, 272, 56 ], [ 34, 135, 179 ] ] }, "total_params": 1287427, "epochs_trained": 47, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_011_L64_128_256_Res_lr5e-04_d0.3" }, { "run_idx": 22, "run_name": "L32_64_128_256_SE_lr1e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": false, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6130268199233716, "best_epoch": 59, "final_metrics": { "precision_per_class": [ 0.7727272727272727, 0.5263157894736842, 0.6217228464419475 ], "recall_per_class": [ 0.5862068965517241, 0.7758620689655172, 0.47701149425287354 ], "f1_per_class": [ 0.6666666666666666, 0.627177700348432, 0.5398373983739837 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 204, 101, 43 ], [ 20, 270, 58 ], [ 40, 142, 166 ] ] }, "total_params": 499331, "epochs_trained": 60, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_022_L32_64_128_256_SE_lr1e-04_d0.4" }, { "run_idx": 12, "run_name": "L64_128_256_Res_lr5e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": true, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6111111111111112, "best_epoch": 29, "final_metrics": { "precision_per_class": [ 0.8018867924528302, 0.5285451197053407, 0.6262975778546713 ], "recall_per_class": [ 0.4885057471264368, 0.8247126436781609, 0.5201149425287356 ], "f1_per_class": [ 0.6071428571428571, 0.6442199775533108, 0.5682888540031397 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 170, 126, 52 ], [ 5, 287, 56 ], [ 37, 130, 181 ] ] }, "total_params": 1287427, "epochs_trained": 44, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_012_L64_128_256_Res_lr5e-04_d0.4" }, { "run_idx": 5, "run_name": "L32_64_128_256_SE_lr5e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": false, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.60727969348659, "best_epoch": 30, "final_metrics": { "precision_per_class": [ 0.7441860465116279, 0.533066132264529, 0.6132404181184669 ], "recall_per_class": [ 0.5517241379310345, 0.764367816091954, 0.5057471264367817 ], "f1_per_class": [ 0.6336633663366337, 0.628099173553719, 0.5543307086614173 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 192, 107, 49 ], [ 20, 266, 62 ], [ 46, 126, 176 ] ] }, "total_params": 499331, "epochs_trained": 45, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_005_L32_64_128_256_SE_lr5e-04_d0.3" }, { "run_idx": 13, "run_name": "L64_128_256_SE_lr5e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": false, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6053639846743295, "best_epoch": 34, "final_metrics": { "precision_per_class": [ 0.7863247863247863, 0.5231388329979879, 0.6006389776357828 ], "recall_per_class": [ 0.5287356321839081, 0.7471264367816092, 0.5402298850574713 ], "f1_per_class": [ 0.6323024054982818, 0.6153846153846154, 0.5688350983358548 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 184, 113, 51 ], [ 14, 260, 74 ], [ 36, 124, 188 ] ] }, "total_params": 481539, "epochs_trained": 49, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_013_L64_128_256_SE_lr5e-04_d0.3" }, { "run_idx": 28, "run_name": "L64_128_256_Res_lr1e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": true, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6053639846743295, "best_epoch": 30, "final_metrics": { "precision_per_class": [ 0.7801724137931034, 0.52834008097166, 0.5974842767295597 ], "recall_per_class": [ 0.5201149425287356, 0.75, 0.5459770114942529 ], "f1_per_class": [ 0.6241379310344828, 0.6199524940617577, 0.5705705705705706 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 181, 113, 54 ], [ 13, 261, 74 ], [ 38, 120, 190 ] ] }, "total_params": 1287427, "epochs_trained": 45, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_028_L64_128_256_Res_lr1e-04_d0.4" }, { "run_idx": 7, "run_name": "L32_64_128_256_lr5e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": false, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.6024904214559387, "best_epoch": 35, "final_metrics": { "precision_per_class": [ 0.7946428571428571, 0.5251509054325956, 0.5882352941176471 ], "recall_per_class": [ 0.5114942528735632, 0.75, 0.5459770114942529 ], "f1_per_class": [ 0.6223776223776224, 0.6177514792899408, 0.5663189269746647 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 178, 114, 56 ], [ 10, 261, 77 ], [ 36, 122, 190 ] ] }, "total_params": 488451, "epochs_trained": 50, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_007_L32_64_128_256_lr5e-04_d0.3" }, { "run_idx": 21, "run_name": "L32_64_128_256_SE_lr1e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": false, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.5967432950191571, "best_epoch": 58, "final_metrics": { "precision_per_class": [ 0.7954545454545454, 0.5181644359464627, 0.5880398671096345 ], "recall_per_class": [ 0.5028735632183908, 0.7787356321839081, 0.5086206896551724 ], "f1_per_class": [ 0.6161971830985915, 0.6222732491389208, 0.5454545454545454 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 175, 115, 58 ], [ 11, 271, 66 ], [ 34, 137, 177 ] ] }, "total_params": 499331, "epochs_trained": 60, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_021_L32_64_128_256_SE_lr1e-04_d0.3" }, { "run_idx": 8, "run_name": "L32_64_128_256_lr5e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": false, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.5948275862068966, "best_epoch": 32, "final_metrics": { "precision_per_class": [ 0.7682403433476395, 0.5193050193050193, 0.590443686006826 ], "recall_per_class": [ 0.514367816091954, 0.7729885057471264, 0.49712643678160917 ], "f1_per_class": [ 0.6161790017211703, 0.6212471131639723, 0.5397815912636506 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 179, 109, 60 ], [ 19, 269, 60 ], [ 35, 140, 173 ] ] }, "total_params": 488451, "epochs_trained": 47, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_008_L32_64_128_256_lr5e-04_d0.4" }, { "run_idx": 14, "run_name": "L64_128_256_SE_lr5e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": false, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.5938697318007663, "best_epoch": 34, "final_metrics": { "precision_per_class": [ 0.788546255506608, 0.5073529411764706, 0.6043956043956044 ], "recall_per_class": [ 0.514367816091954, 0.7931034482758621, 0.47413793103448276 ], "f1_per_class": [ 0.6226086956521739, 0.6188340807174888, 0.5314009661835749 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 179, 119, 50 ], [ 14, 276, 58 ], [ 34, 149, 165 ] ] }, "total_params": 481539, "epochs_trained": 49, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_014_L64_128_256_SE_lr5e-04_d0.4" }, { "run_idx": 24, "run_name": "L32_64_128_256_lr1e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": false, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.592911877394636, "best_epoch": 30, "final_metrics": { "precision_per_class": [ 0.7649572649572649, 0.5215686274509804, 0.58 ], "recall_per_class": [ 0.514367816091954, 0.764367816091954, 0.5 ], "f1_per_class": [ 0.6151202749140894, 0.62004662004662, 0.5370370370370371 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 179, 109, 60 ], [ 16, 266, 66 ], [ 39, 135, 174 ] ] }, "total_params": 488451, "epochs_trained": 45, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_024_L32_64_128_256_lr1e-04_d0.4" }, { "run_idx": 15, "run_name": "L64_128_256_lr5e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": false, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.5900383141762452, "best_epoch": 34, "final_metrics": { "precision_per_class": [ 0.7510204081632653, 0.5119705340699816, 0.6015625 ], "recall_per_class": [ 0.5287356321839081, 0.7988505747126436, 0.4425287356321839 ], "f1_per_class": [ 0.6205733558178752, 0.6240179573512907, 0.5099337748344371 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 184, 111, 53 ], [ 21, 278, 49 ], [ 40, 154, 154 ] ] }, "total_params": 470787, "epochs_trained": 49, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_015_L64_128_256_lr5e-04_d0.3" }, { "run_idx": 32, "run_name": "L64_128_256_lr1e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": false, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.5900383141762452, "best_epoch": 59, "final_metrics": { "precision_per_class": [ 0.732824427480916, 0.5165441176470589, 0.6008403361344538 ], "recall_per_class": [ 0.5517241379310345, 0.8074712643678161, 0.4109195402298851 ], "f1_per_class": [ 0.6295081967213115, 0.6300448430493274, 0.4880546075085324 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 192, 106, 50 ], [ 22, 281, 45 ], [ 48, 157, 143 ] ] }, "total_params": 470787, "epochs_trained": 60, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_032_L64_128_256_lr1e-04_d0.4" }, { "run_idx": 30, "run_name": "L64_128_256_SE_lr1e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": false, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.5852490421455939, "best_epoch": 29, "final_metrics": { "precision_per_class": [ 0.6858108108108109, 0.5390428211586902, 0.5527065527065527 ], "recall_per_class": [ 0.5833333333333334, 0.6149425287356322, 0.5574712643678161 ], "f1_per_class": [ 0.6304347826086957, 0.574496644295302, 0.5550786838340487 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 203, 86, 59 ], [ 36, 214, 98 ], [ 57, 97, 194 ] ] }, "total_params": 481539, "epochs_trained": 44, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_030_L64_128_256_SE_lr1e-04_d0.4" }, { "run_idx": 16, "run_name": "L64_128_256_lr5e-04_d0.4", "config": { "batch_size": 32, "learning_rate": 0.0005, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": false, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.4, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.5795019157088123, "best_epoch": 10, "final_metrics": { "precision_per_class": [ 0.6564625850340136, 0.5234521575984991, 0.6129032258064516 ], "recall_per_class": [ 0.5545977011494253, 0.8017241379310345, 0.382183908045977 ], "f1_per_class": [ 0.6012461059190031, 0.6333711691259932, 0.47079646017699117 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 193, 112, 43 ], [ 28, 279, 41 ], [ 73, 142, 133 ] ] }, "total_params": 470787, "epochs_trained": 25, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_016_L64_128_256_lr5e-04_d0.4" }, { "run_idx": 27, "run_name": "L64_128_256_Res_lr1e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": true, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.578544061302682, "best_epoch": 8, "final_metrics": { "precision_per_class": [ 0.7022900763358778, 0.5124555160142349, 0.6 ], "recall_per_class": [ 0.5287356321839081, 0.8275862068965517, 0.3793103448275862 ], "f1_per_class": [ 0.6032786885245902, 0.6329670329670329, 0.4647887323943662 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 184, 111, 53 ], [ 25, 288, 35 ], [ 53, 163, 132 ] ] }, "total_params": 1287427, "epochs_trained": 23, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_027_L64_128_256_Res_lr1e-04_d0.3" }, { "run_idx": 31, "run_name": "L64_128_256_lr1e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": false, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.578544061302682, "best_epoch": 13, "final_metrics": { "precision_per_class": [ 0.6690647482014388, 0.5209580838323353, 0.5924528301886792 ], "recall_per_class": [ 0.5344827586206896, 0.75, 0.4511494252873563 ], "f1_per_class": [ 0.5942492012779552, 0.6148409893992933, 0.5122349102773246 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 186, 107, 55 ], [ 34, 261, 53 ], [ 58, 133, 157 ] ] }, "total_params": 470787, "epochs_trained": 28, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_031_L64_128_256_lr1e-04_d0.3" }, { "run_idx": 29, "run_name": "L64_128_256_SE_lr1e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 64, 128, 256 ], "use_residual": false, "use_se_attention": true, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.5756704980842912, "best_epoch": 16, "final_metrics": { "precision_per_class": [ 0.6175637393767706, 0.5521978021978022, 0.5565749235474006 ], "recall_per_class": [ 0.6264367816091954, 0.5775862068965517, 0.5229885057471264 ], "f1_per_class": [ 0.6219686162624821, 0.5646067415730337, 0.5392592592592592 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 218, 75, 55 ], [ 57, 201, 90 ], [ 78, 88, 182 ] ] }, "total_params": 481539, "epochs_trained": 31, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_029_L64_128_256_SE_lr1e-04_d0.3" }, { "run_idx": 23, "run_name": "L32_64_128_256_lr1e-04_d0.3", "config": { "batch_size": 32, "learning_rate": 0.0001, "weight_decay": 0.0001, "layers": [ 32, 64, 128, 256 ], "use_residual": false, "use_se_attention": false, "focal_gamma": 2.0, "label_smoothing": 0.1, "dropout": 0.3, "kernel": 3, "batchnorm": true, "activation": "ReLU", "pool": true, "fc_multipliers": [ 1.0, 0.5 ], "nr_classes": 3, "augmentation": true }, "fc_layers_computed": [ 256, 128 ], "best_val_acc": 0.5708812260536399, "best_epoch": 5, "final_metrics": { "precision_per_class": [ 0.623229461756374, 0.5093632958801498, 0.6624203821656051 ], "recall_per_class": [ 0.632183908045977, 0.7816091954022989, 0.2988505747126437 ], "f1_per_class": [ 0.6276747503566333, 0.6167800453514739, 0.41188118811881186 ], "support_per_class": [ 348, 348, 348 ], "confusion_matrix": [ [ 220, 105, 23 ], [ 46, 272, 30 ], [ 87, 157, 104 ] ] }, "total_params": 488451, "epochs_trained": 20, "output_dir": "/data/downloads/cervical_type/_output/grid_search_v2_20260117_212011/run_023_L32_64_128_256_lr1e-04_d0.3" } ], "v1_baseline": 0.6169 }