Messis | W&B Run exp-7-label-hierarchy-zueri_crop-0 (https://wandb.ai/crop-classification/messis/runs/0nk545h7)

config.json

@@ -1,6 +1,6 @@
 {
   "hparams": {
-    "accumulate_grad_batches": 4,
+    "accumulate_grad_batches": 1,
     "backbone_weights_path": "./prithvi/models/Prithvi_100M.pt",
     "bands": [
       0,
@@ -10,7 +10,7 @@
       4,
       5
     ],
-    "batch_size": 4,
+    "batch_size": 16,
     "bottleneck_reduction_factor": 8,
     "data_augmentation": {
       "enabled": false,
@@ -19,34 +19,44 @@
     },
     "debug": false,
     "dropout_p": 0.1,
-    "early_stopping_metric": "val_f1_tier2_majority",
+    "early_stopping_metric": "val_f1_tier3_majority",
     "early_stopping_mode": "max",
     "early_stopping_patience": 10,
     "experiment_group": "exp-7-label-hierarchy",
-    "experiment_name": "exp-7-label-hierarchy-seasonality-reduced",
+    "experiment_name": "exp-7-label-hierarchy-zueri_crop",
     "freeze_backbone": true,
     "heads_spec": {
       "tier1": {
         "is_metrics_tier": true,
+        "kernel_size": 3,
         "loss_weight": 1,
-        "num_classes_to_predict": 4,
+        "num_classes_to_predict": 6,
         "target_idx": 0,
         "type": "HierarchicalFCNHead"
       },
       "tier2": {
-        "is_last_tier": true,
         "is_metrics_tier": true,
+        "kernel_size": 3,
         "loss_weight": 1,
-        "num_classes_to_predict": 25,
+        "num_classes_to_predict": 17,
         "target_idx": 1,
         "type": "HierarchicalFCNHead"
       },
-      "tier2_refinement_head": {
+      "tier3": {
+        "is_last_tier": true,
+        "is_metrics_tier": true,
+        "kernel_size": 3,
+        "loss_weight": 1,
+        "num_classes_to_predict": 49,
+        "target_idx": 2,
+        "type": "HierarchicalFCNHead"
+      },
+      "tier3_refinement_head": {
         "is_final_head": true,
         "is_metrics_tier": false,
         "loss_weight": 1,
-        "num_classes_to_predict": 25,
-        "target_idx": 1,
+        "num_classes_to_predict": 49,
+        "target_idx": 2,
         "type": "LabelRefinementHead"
       }
     },
@@ -54,7 +64,7 @@
     "loss_ignore_background": false,
     "lr": 0.001,
     "max_epochs": 400,
-    "name": "seasonality-reduced",
+    "name": "zueri_crop",
     "num_frames": 3,
     "optimizer": "Adam",
     "optimizer_momentum": null,
@@ -64,14 +74,14 @@
       5
     ],
     "train_folds": [
-      0,
       1,
       2,
-      3
+      3,
+      4
     ],
     "use_bottleneck_neck": false,
     "val_folds": [
-      4
+      0
     ]
   }
 }

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d2c74695915aa55395b7a04b746bc45ad20a4c3d24023099341a796cadf2122c
-size 711438096
+oid sha256:32c2e9762a2b38dff765239888521a5f9bab1f20807b3441a86476c95b8ce214
+size 713880940