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day1/baseline_rmse_bias_res2next50_20251222_1629/fold_0/history.json

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day1/baseline_rmse_bias_res2next50_20251222_1629/fold_0/results.json

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day1/baseline_rmse_convnext_base_20251222_1612/fold_0/history.json

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day1/baseline_rmse_convnext_base_20251222_1612/fold_0/results.json

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day1/baseline_rmse_res2next50_20251222_1546/fold_0/history.json

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day1/baseline_rmse_res2next50_20251222_1546/fold_0/results.json

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day1/baseline_rmse_res2next50_20251222_1610/fold_0/history.json

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day1/baseline_rmse_res2next50_20251222_1610/fold_0/results.json

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day1/baseline_rmse_resnet50_20251222_1534/fold_0/history.json

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day1/baseline_rmse_resnet50_20251222_1534/fold_0/results.json

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day1/baseline_rmse_uloss_res2next50_20251222_1618/fold_0/history.json

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day1/baseline_rmse_uloss_res2next50_20251222_1618/fold_0/results.json

@@ -0,0 +1,6 @@
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day1/baseline_smooth_l1_resnet50_20251222_1528/fold_0/history.json

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day1/baseline_smooth_l1_resnet50_20251222_1528/fold_0/results.json

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day1/baseline_smoothl1_bias_2grids_18heads_convnext_base_20251222_1819/fold_0/history.json

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day1/baseline_smoothl1_bias_2grids_18heads_convnext_base_20251222_1819/fold_0/results.json

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day1/baseline_smoothl1_bias_nogrid_18heads_res2next50_20251222_1822/fold_0/history.json

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day1/baseline_smoothl1_bias_nogrid_18heads_res2next50_20251222_1822/fold_0/results.json

@@ -0,0 +1,6 @@
+{
+  "best_r2": 0.4830583512783051,
+  "best_epoch": 25,
+  "final_train_r2": 0.611672180891037,
+  "final_val_r2": 0.4830258786678314
+}

day2/convnextl_mse_2grid_18heads_derivev2_convnext_large_20251223_2309/config.json

@@ -0,0 +1,91 @@
+{
+  "name": "convnextl_mse_2grid_18heads_derivev2",
+  "description": "ConvNeXt-base with MSE",
+  "tags": [
+    "baseline",
+    "convnext"
+  ],
+  "paths": {
+    "data_dir": "/csiro-biomass_data/",
+    "train_csv": "train.csv",
+    "test_csv": "test.csv",
+    "train_images": "train",
+    "test_images": "test",
+    "output_dir": "/volume/exp"
+  },
+  "model": {
+    "backbone": "timm/convnext_large.fb_in22k_ft_in1k",
+    "pretrained": true,
+    "img_size": 224,
+    "grid": [
+      2,
+      2
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+    "use_stereo": true,
+    "stereo_heads": 18,
+    "dropout": 0.3,
+    "use_global": true,
+    "global_weight_learnable": false,
+    "head_strategy": "derive",
+    "use_classification_heads": false,
+    "use_dead_ratio_head": false
+  },
+  "data": {
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+    "num_workers": 4,
+    "pin_memory": true,
+    "use_augmentation": true,
+    "aug_hflip": 0.3,
+    "aug_vflip": 0.3,
+    "aug_rotate90": 0.3,
+    "aug_brightness_contrast": 0.4,
+    "aug_hue_sat": 0.0,
+    "aug_noise": 0.1
+  },
+  "fold": {
+    "n_folds": 1,
+    "fold_idx": null,
+    "stratify": true,
+    "stratify_column": "State",
+    "stratify_bins": 5,
+    "shuffle": true,
+    "test_size": 0.2
+  },
+  "loss": {
+    "loss_type": "mse",
+    "huber_delta": 1.0,
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+    "cls_weight_green": 0.5,
+    "cls_weight_clover": 10.0,
+    "cls_weight_dead": 4.0,
+    "existence_threshold": 0.5
+  },
+  "optimizer": {
+    "optimizer": "adamw",
+    "learning_rate": "5e-5",
+    "weight_decay": 0.01,
+    "scheduler": "onecycle",
+    "warmup_epochs": 1,
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+    "min_lr": 1e-07,
+    "gradient_accumulation_steps": 1,
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+  "training": {
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+    "seed": 42,
+    "mixed_precision": true,
+    "patience": 7,
+    "early_stopping_metric": "val_weighted_r2",
+    "early_stopping_mode": "max",
+    "save_best_only": true,
+    "save_last": true
+  }
+}

day2/convnextl_mse_2grid_18heads_derivev2_convnext_large_20251223_2309/config.yaml

@@ -0,0 +1,80 @@
+name: convnextl_mse_2grid_18heads_derivev2
+description: ConvNeXt-base with MSE
+tags:
+- baseline
+- convnext
+paths:
+  data_dir: /csiro-biomass_data/
+  train_csv: train.csv
+  test_csv: test.csv
+  train_images: train
+  test_images: test
+  output_dir: /volume/exp
+model:
+  backbone: timm/convnext_large.fb_in22k_ft_in1k
+  pretrained: true
+  img_size: 224
+  grid:
+  - 2
+  - 2
+  use_stereo: true
+  stereo_heads: 18
+  dropout: 0.3
+  use_global: true
+  global_weight_learnable: false
+  head_strategy: derive
+  use_classification_heads: false
+  use_dead_ratio_head: false
+data:
+  batch_size: 12
+  num_workers: 4
+  pin_memory: true
+  use_augmentation: true
+  aug_hflip: 0.3
+  aug_vflip: 0.3
+  aug_rotate90: 0.3
+  aug_brightness_contrast: 0.4
+  aug_hue_sat: 0.0
+  aug_noise: 0.1
+fold:
+  n_folds: 1
+  fold_idx: null
+  stratify: true
+  stratify_column: State
+  stratify_bins: 5
+  shuffle: true
+  test_size: 0.2
+loss:
+  loss_type: mse
+  huber_delta: 1.0
+  weight_total: 0.6
+  weight_gdm: 0.3
+  weight_green: 0.3
+  weight_clover: 0.4
+  weight_dead: 0.2
+  two_stage: false
+  phase1_epochs: 10
+  transition_epochs: 3
+  cls_weight_green: 0.5
+  cls_weight_clover: 10.0
+  cls_weight_dead: 4.0
+  existence_threshold: 0.5
+optimizer:
+  optimizer: adamw
+  learning_rate: 5e-5
+  weight_decay: 0.01
+  scheduler: onecycle
+  warmup_epochs: 1
+  warmup_pct: 0.1
+  min_lr: 1.0e-07
+  gradient_accumulation_steps: 1
+  max_grad_norm: 1.0
+training:
+  epochs: 26
+  seed: 42
+  mixed_precision: true
+  patience: 7
+  early_stopping_metric: val_weighted_r2
+  early_stopping_mode: max
+  save_best_only: true
+  save_last: true

day2/convnextl_mse_2grid_18heads_derivev2_convnext_large_20251223_2309/final_results.json

@@ -0,0 +1,558 @@
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