diff --git a/.gitignore b/.gitignore
index a6b54a1c669bfe069b99607baaa10341738d0efd..1c17762d04099c49a2eeda5c811859ad74915779 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,8 @@
 **/debug
-**/my_experiment
\ No newline at end of file
+**/my_experiment
+**/wandb
+**/visualizations
+**/epoch_*.json
+**/epoch_*.pth
+**/my_experiment
+**/.hydra
diff --git a/backbones/dinov2_vits14_pretrain.pth b/backbones/dinov2_vits14_pretrain.pth
new file mode 100644
index 0000000000000000000000000000000000000000..eb235deeed2d31e28ddbc843a49701cb5123d613
--- /dev/null
+++ b/backbones/dinov2_vits14_pretrain.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b938bf1bc15cd2ec0feacfe3a1bb553fe8ea9ca46a7e1d8d00217f29aef60cd9
+size 88283115
diff --git a/ffl/224/v4_image_bs4x16/predictions_CH_test/acm.tol_1/best_val_iou.json b/ffl/224/v4_image_bs4x16/predictions_CH_test/acm.tol_1/best_val_iou.json
new file mode 100644
index 0000000000000000000000000000000000000000..8471e5bf3a81b90be869cc366cf2753ed7a8b7c1
--- /dev/null
+++ b/ffl/224/v4_image_bs4x16/predictions_CH_test/acm.tol_1/best_val_iou.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 367913
diff --git a/ffl/224/v4_image_bs4x16/predictions_CH_test/best_val_iou.json b/ffl/224/v4_image_bs4x16/predictions_CH_test/best_val_iou.json
new file mode 100644
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--- /dev/null
+++ b/ffl/224/v4_image_bs4x16/predictions_CH_test/best_val_iou.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 367913
diff --git a/ffl/224/v4_image_bs4x16/predictions_CH_val/acm.tol_1/best_val_iou.json b/ffl/224/v4_image_bs4x16/predictions_CH_val/acm.tol_1/best_val_iou.json
index f9859fb4ba7968ab1ae71d8d896684b48f4b2803..1b8eabc7b09fa1e7e37104bad0da499c921ccec8 100644
--- a/ffl/224/v4_image_bs4x16/predictions_CH_val/acm.tol_1/best_val_iou.json
+++ b/ffl/224/v4_image_bs4x16/predictions_CH_val/acm.tol_1/best_val_iou.json
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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-size 383243
+oid sha256:2095c6a7ce326bdda0dff62e5671c0eea2908566133fc7342e4dbc70a76025e0
+size 288
diff --git a/ffl/224/v4_image_bs4x16/predictions_CH_val/best_val_iou.json b/ffl/224/v4_image_bs4x16/predictions_CH_val/best_val_iou.json
index f9859fb4ba7968ab1ae71d8d896684b48f4b2803..1b8eabc7b09fa1e7e37104bad0da499c921ccec8 100644
--- a/ffl/224/v4_image_bs4x16/predictions_CH_val/best_val_iou.json
+++ b/ffl/224/v4_image_bs4x16/predictions_CH_val/best_val_iou.json
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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-size 383243
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+size 288
diff --git a/ffl/224/v4_image_bs4x16/predictions_NY_test/acm.tol_1/best_val_iou.json b/ffl/224/v4_image_bs4x16/predictions_NY_test/acm.tol_1/best_val_iou.json
new file mode 100644
index 0000000000000000000000000000000000000000..71146e1a80c503413275ce16a1d66721edb0ef53
--- /dev/null
+++ b/ffl/224/v4_image_bs4x16/predictions_NY_test/acm.tol_1/best_val_iou.json
@@ -0,0 +1,3 @@
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diff --git a/ffl/224/v4_image_bs4x16/predictions_NY_test/best_val_iou.json b/ffl/224/v4_image_bs4x16/predictions_NY_test/best_val_iou.json
new file mode 100644
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--- /dev/null
+++ b/ffl/224/v4_image_bs4x16/predictions_NY_test/best_val_iou.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 539604
diff --git a/ffl/224/v4_image_bs4x16/predictions_NZ_test/acm.tol_1/best_val_iou.json b/ffl/224/v4_image_bs4x16/predictions_NZ_test/acm.tol_1/best_val_iou.json
new file mode 100644
index 0000000000000000000000000000000000000000..f59876dc355d4c318784a70349c83e2e0385e020
--- /dev/null
+++ b/ffl/224/v4_image_bs4x16/predictions_NZ_test/acm.tol_1/best_val_iou.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 20234
diff --git a/ffl/224/v4_image_bs4x16/predictions_NZ_test/best_val_iou.json b/ffl/224/v4_image_bs4x16/predictions_NZ_test/best_val_iou.json
new file mode 100644
index 0000000000000000000000000000000000000000..f59876dc355d4c318784a70349c83e2e0385e020
--- /dev/null
+++ b/ffl/224/v4_image_bs4x16/predictions_NZ_test/best_val_iou.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 20234
diff --git a/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/.hydra/config.yaml b/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/.hydra/config.yaml
index dc46b0c22dc305437a750c0d737dcad070b0f832..9d2fd565dc73762fc3763d1e75d6a0ca9ee0669c 100644
--- a/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/.hydra/config.yaml
+++ b/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/.hydra/config.yaml
@@ -1,12 +1,17 @@
 host:
   name: gin
+<<<<<<< HEAD
   data_root: /data/rsulzer/${..dataset.name}
+=======
+  data_root: /data/rsulzer/${..dataset.name}_dataset
+>>>>>>> df6ab2ddb053c3193f7a0b1cb97a915421b3d2ea
   model_root: /data/rsulzer/${..dataset.name}_output
   multi_gpu: false
   device: cuda
   update_pbar_every: 1
   ldof_exe: /user/rsulzer/home/cpp/line-DOF-metric/build/calculate_DoF
 run_type:
+<<<<<<< HEAD
   name: debug
   batch_size: 16
   train_subset: 256
@@ -15,6 +20,16 @@ run_type:
   logging: DEBUG
   num_workers: 0
   log_to_wandb: false
+=======
+  name: release
+  batch_size: 16
+  train_subset: null
+  val_subset: null
+  test_subset: null
+  logging: INFO
+  num_workers: 16
+  log_to_wandb: true
+>>>>>>> df6ab2ddb053c3193f7a0b1cb97a915421b3d2ea
 dataset:
   name: PixelsPointsPolygons
   size: ${..experiment.encoder.in_size}
@@ -91,7 +106,11 @@ experiment:
       loss_remask: 1.0
   name: lidar_pp_vit_cnn_bs2x16_mnv64
   group_name: v2_${.model.name}
+<<<<<<< HEAD
   country: CH
+=======
+  country: NZ
+>>>>>>> df6ab2ddb053c3193f7a0b1cb97a915421b3d2ea
 training:
   save_best: true
   save_latest: true
@@ -103,6 +122,7 @@ evaluation:
   split: val
   pred_file: ${..output_dir}/predictions_${..experiment.country}_${.split}/${..checkpoint}.json
   modes:
+<<<<<<< HEAD
   - iou
   eval_file: results/metrics
 experiment.name: debug
@@ -110,3 +130,15 @@ output_dir: ${.host.model_root}/${.experiment.model.name}/${.experiment.encoder.
 checkpoint: best_val_iou
 num_workers: ${.run_type.num_workers}
 lidar_file: demo_data/lidar0_CH_val.copc.laz
+=======
+  - ldof
+  - hausdorff
+  - coco
+  - iou
+  - polis
+  - mta
+  eval_file: results/metrics
+output_dir: ${.host.model_root}/${.experiment.model.name}/${.experiment.encoder.in_size}/${.experiment.name}
+checkpoint: best_val_iou
+num_workers: ${.run_type.num_workers}
+>>>>>>> df6ab2ddb053c3193f7a0b1cb97a915421b3d2ea
diff --git a/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/.hydra/hydra.yaml b/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/.hydra/hydra.yaml
index 00a0a697a6fc9f72ff3086ce0a64f194e0ddf670..d12b962641fcd149b8192cf4298d6468db92e031 100644
--- a/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/.hydra/hydra.yaml
+++ b/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/.hydra/hydra.yaml
@@ -112,6 +112,7 @@ hydra:
     hydra:
     - hydra.mode=RUN
     task:
+<<<<<<< HEAD
     - run_type=debug
     - host=gin
     - checkpoint=best_val_iou
@@ -121,6 +122,19 @@ hydra:
     name: predict_demo
     chdir: null
     override_dirname: +lidar_file=demo_data/lidar0_CH_val.copc.laz,checkpoint=best_val_iou,experiment=hisup_lidar,host=gin,run_type=debug
+=======
+    - experiment=hisup_lidar
+    - run_type=release
+    - evaluation=test
+    - experiment.country=NZ
+    - checkpoint=best_val_iou
+    - host=gin
+    - evaluation.split=val
+  job:
+    name: predict
+    chdir: null
+    override_dirname: checkpoint=best_val_iou,evaluation.split=val,evaluation=test,experiment.country=NZ,experiment=hisup_lidar,host=gin,run_type=release
+>>>>>>> df6ab2ddb053c3193f7a0b1cb97a915421b3d2ea
     id: ???
     num: ???
     config_name: config
@@ -147,13 +161,21 @@ hydra:
       provider: schema
     output_dir: /data/rsulzer/PixelsPointsPolygons_output/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64
     choices:
+<<<<<<< HEAD
       evaluation: val
+=======
+      evaluation: test
+>>>>>>> df6ab2ddb053c3193f7a0b1cb97a915421b3d2ea
       training: default
       experiment: hisup_lidar
       model@experiment.model: hisup
       encoder@experiment.encoder: pointpillars_vit_cnn
       dataset: p3
+<<<<<<< HEAD
       run_type: debug
+=======
+      run_type: release
+>>>>>>> df6ab2ddb053c3193f7a0b1cb97a915421b3d2ea
       host: gin
       hydra/env: default
       hydra/callbacks: null
diff --git a/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/.hydra/overrides.yaml b/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/.hydra/overrides.yaml
index aa9d3b7bb750be6254688fa52b5c247f7e40636d..d2a14e31b2f05819f83e13c14e3a80c31e9353f0 100644
--- a/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/.hydra/overrides.yaml
+++ b/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/.hydra/overrides.yaml
@@ -1,5 +1,15 @@
+<<<<<<< HEAD
 - run_type=debug
 - host=gin
 - checkpoint=best_val_iou
 - experiment=hisup_lidar
 - +lidar_file=demo_data/lidar0_CH_val.copc.laz
+=======
+- experiment=hisup_lidar
+- run_type=release
+- evaluation=test
+- experiment.country=NZ
+- checkpoint=best_val_iou
+- host=gin
+- evaluation.split=val
+>>>>>>> df6ab2ddb053c3193f7a0b1cb97a915421b3d2ea
diff --git a/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/predict.log b/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/predict.log
new file mode 100644
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diff --git a/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/predictions_CH_val/best_val_iou.json b/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/predictions_CH_val/best_val_iou.json
new file mode 100644
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--- /dev/null
+++ b/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/predictions_CH_val/best_val_iou.json
@@ -0,0 +1,3 @@
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diff --git a/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/predictions_NZ_val/best_val_iou.json b/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/predictions_NZ_val/best_val_iou.json
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--- a/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/predictions_NZ_val/best_val_iou.json
+++ b/hisup/224/lidar_pp_vit_cnn_bs2x16_mnv64/predictions_NZ_val/best_val_iou.json
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new file mode 100644
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diff --git a/hisup/224/v3_image_vit_cnn_bs4x12/predict.log b/hisup/224/v3_image_vit_cnn_bs4x12/predict.log
new file mode 100644
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diff --git a/hisup/224/v3_image_vit_cnn_bs4x12/predictions_CH_test/best_val_iou.json b/hisup/224/v3_image_vit_cnn_bs4x12/predictions_CH_test/best_val_iou.json
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diff --git a/hisup/224/v3_image_vit_cnn_bs4x12/predictions_CH_train/best_val_iou.json b/hisup/224/v3_image_vit_cnn_bs4x12/predictions_CH_train/best_val_iou.json
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--- /dev/null
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