added dinov2 pretrained weights

backbones/dinov2_vits14_pretrain.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b938bf1bc15cd2ec0feacfe3a1bb553fe8ea9ca46a7e1d8d00217f29aef60cd9
+size 88283115

ffl/224/v4_image_bs4x16/.hydra/config.yaml

@@ -11,7 +11,7 @@ run_type:
   batch_size: 16
   train_subset: 256
   val_subset: 32
-  test_subset: 1024
+  test_subset: 32
   logging: DEBUG
   num_workers: 0
   log_to_wandb: false
@@ -220,7 +220,7 @@ experiment:
       min_area: 10
   name: v4_image_bs4x16
   group_name: v2_${.model.name}
-  country: NZ
+  country: CH
 training:
   save_best: true
   save_latest: true
@@ -229,10 +229,12 @@ training:
   best_val_loss: 10000000.0
   best_val_iou: 0.0
 evaluation:
-  split: test
+  split: val
   pred_file: ${..output_dir}/predictions_${..experiment.country}_${.split}/${..checkpoint}.json
-  modes: subset_iou
+  modes:
+  - iou
   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}
+image_file: demo_data/image0_CH_val.tif

ffl/224/v4_image_bs4x16/.hydra/hydra.yaml

@@ -112,18 +112,15 @@ hydra:
     hydra:
     - hydra.mode=RUN
     task:
-    - experiment=ffl_image
     - run_type=debug
-    - evaluation=test
-    - experiment.country=NZ
-    - checkpoint=best_val_iou
     - host=gin
-    - evaluation.modes=subset_iou
-    - run_type.test_subset=1024
+    - checkpoint=best_val_iou
+    - experiment=ffl_image
+    - +image_file=demo_data/image0_CH_val.tif
   job:
-    name: predict
+    name: predict_demo
     chdir: null
-    override_dirname: checkpoint=best_val_iou,evaluation.modes=subset_iou,evaluation=test,experiment.country=NZ,experiment=ffl_image,host=gin,run_type.test_subset=1024,run_type=debug
+    override_dirname: +image_file=demo_data/image0_CH_val.tif,checkpoint=best_val_iou,experiment=ffl_image,host=gin,run_type=debug
     id: ???
     num: ???
     config_name: config
@@ -150,7 +147,7 @@ hydra:
       provider: schema
     output_dir: /data/rsulzer/PixelsPointsPolygons_output/ffl/224/v4_image_bs4x16
     choices:
-      evaluation: test
+      evaluation: val
       training: default
       experiment: ffl_image
       polygonization@experiment.polygonization: asm_acm

ffl/224/v4_image_bs4x16/.hydra/overrides.yaml

@@ -1,8 +1,5 @@
-- experiment=ffl_image
 - run_type=debug
-- evaluation=test
-- experiment.country=NZ
-- checkpoint=best_val_iou
 - host=gin
-- evaluation.modes=subset_iou
-- run_type.test_subset=1024
+- checkpoint=best_val_iou
+- experiment=ffl_image
+- +image_file=demo_data/image0_CH_val.tif

hisup/224/v3_image_vit_cnn_bs4x12/.hydra/config.yaml

@@ -7,14 +7,14 @@ host:
   update_pbar_every: 1
   ldof_exe: /user/rsulzer/home/cpp/line-DOF-metric/build/calculate_DoF
 run_type:
-  name: release
+  name: debug
   batch_size: 16
-  train_subset: null
-  val_subset: null
-  test_subset: null
-  logging: INFO
-  num_workers: 16
-  log_to_wandb: true
+  train_subset: 256
+  val_subset: 32
+  test_subset: 32
+  logging: DEBUG
+  num_workers: 0
+  log_to_wandb: false
 dataset:
   name: PixelsPointsPolygons
   size: ${..experiment.encoder.in_size}
@@ -106,13 +106,9 @@ evaluation:
   split: val
   pred_file: ${..output_dir}/predictions_${..experiment.country}_${.split}/${..checkpoint}.json
   modes:
-  - 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}
+image_file: demo_data/image0_CH_val.tif

hisup/224/v3_image_vit_cnn_bs4x12/.hydra/hydra.yaml

@@ -112,17 +112,15 @@ hydra:
     hydra:
     - hydra.mode=RUN
     task:
-    - experiment=hisup_image
-    - run_type=release
-    - evaluation=test
-    - experiment.country=CH
-    - checkpoint=best_val_iou
+    - run_type=debug
     - host=gin
-    - evaluation.split=val
+    - checkpoint=best_val_iou
+    - experiment=hisup_image
+    - +image_file=demo_data/image0_CH_val.tif
   job:
-    name: predict
+    name: predict_demo
     chdir: null
-    override_dirname: checkpoint=best_val_iou,evaluation.split=val,evaluation=test,experiment.country=CH,experiment=hisup_image,host=gin,run_type=release
+    override_dirname: +image_file=demo_data/image0_CH_val.tif,checkpoint=best_val_iou,experiment=hisup_image,host=gin,run_type=debug
     id: ???
     num: ???
     config_name: config
@@ -149,13 +147,13 @@ hydra:
       provider: schema
     output_dir: /data/rsulzer/PixelsPointsPolygons_output/hisup/224/v3_image_vit_cnn_bs4x12
     choices:
-      evaluation: test
+      evaluation: val
       training: default
       experiment: hisup_image
       model@experiment.model: hisup
       encoder@experiment.encoder: vit_cnn
       dataset: p3
-      run_type: release
+      run_type: debug
       host: gin
       hydra/env: default
       hydra/callbacks: null

hisup/224/v3_image_vit_cnn_bs4x12/.hydra/overrides.yaml

@@ -1,7 +1,5 @@
-- experiment=hisup_image
-- run_type=release
-- evaluation=test
-- experiment.country=CH
-- checkpoint=best_val_iou
+- run_type=debug
 - host=gin
-- evaluation.split=val
+- checkpoint=best_val_iou
+- experiment=hisup_image
+- +image_file=demo_data/image0_CH_val.tif

hisup/224/v3_image_vit_cnn_bs4x12/predictions_CH_train/best_val_iou.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf6d9f52d580c17f53f808076df40d7c627070f0878a945faa3f0e4fbd09d5cc
+size 278572

hisup/224/v3_image_vit_cnn_bs4x12/predictions_NZ_train/best_val_iou.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0c06ab75eda8da016ccf693646aa5fa03ea26e559c855b29296d795ef1c238b6
+size 67530

pix2poly/224/dinov2/.hydra/config.yaml

@@ -0,0 +1,108 @@
+host:
+  name: gin
+  data_root: /data/rsulzer/${..dataset.name}_dataset
+  model_root: /data/rsulzer/${..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:
+  name: release
+  batch_size: 16
+  train_subset: null
+  val_subset: null
+  test_subset: null
+  logging: INFO
+  num_workers: 16
+  log_to_wandb: true
+dataset:
+  name: PixelsPointsPolygons
+  size: ${..experiment.encoder.in_size}
+  path: ${host.data_root}/data/${.size}
+  annotations:
+    train: ${..path}/annotations/annotations_${...experiment.country}_train.json
+    val: ${..path}/annotations/annotations_${...experiment.country}_val.json
+    test: ${..path}/annotations/annotations_${...experiment.country}_test.json
+  ffl_stats:
+    train: ${..path}/ffl/train/stats-${...experiment.country}.pt
+    val: ${..path}/ffl/val/stats-${...experiment.country}.pt
+    test: ${..path}/ffl/test/stats-${...experiment.country}.pt
+  train_subset: ${..run_type.train_subset}
+  val_subset: ${..run_type.val_subset}
+  test_subset: ${..run_type.test_subset}
+experiment:
+  encoder:
+    name: vit_dinov2
+    use_images: true
+    use_lidar: false
+    type: vit_small_patch${.patch_size}_${.in_size}.dino
+    checkpoint_file: ${...host.model_root}/backbones/dinov2_vits14_pretrain.pth
+    pretrained: true
+    in_size: 224
+    in_height: ${.in_size}
+    in_width: ${.in_size}
+    patch_size: 14
+    patch_feature_size: 16
+    patch_feature_height: ${.patch_feature_size}
+    patch_feature_width: ${.patch_feature_size}
+    patch_feature_dim: 384
+    num_patches: 256
+    out_feature_dim: ${..model.decoder.in_feature_dim}
+    image_mean:
+    - 0.485
+    - 0.456
+    - 0.406
+    image_std:
+    - 0.228
+    - 0.224
+    - 0.225
+    image_max_pixel_value: 255.0
+    augmentations:
+    - D4
+    - ColorJitter
+    - GaussNoise
+    - Normalize
+  model:
+    name: pix2poly
+    decoder:
+      in_feature_size: ${...encoder.patch_feature_size}
+      in_feature_width: ${.in_feature_size}
+      in_feature_height: ${.in_feature_size}
+      in_feature_dim: 256
+    tokenizer:
+      num_bins: ${...encoder.in_size}
+      shuffle_tokens: false
+      n_vertices: 192
+      max_len: null
+      pad_idx: null
+      generation_steps: null
+    fusion: patch_concat
+    sinkhorn_iterations: 100
+    label_smoothing: 0.0
+    vertex_loss_weight: 1.0
+    perm_loss_weight: 10.0
+    batch_size: ${...run_type.batch_size}
+    start_epoch: 0
+    num_epochs: 200
+    milestone: 0
+    learning_rate: 0.0003
+    weight_decay: 0.0001
+  name: dinov2
+  group_name: v3_${.model.name}
+  country: CH
+training:
+  save_best: true
+  save_latest: true
+  save_every: 10
+  val_every: 1
+  best_val_loss: 10000000.0
+  best_val_iou: 0.0
+evaluation:
+  split: val
+  pred_file: ${..output_dir}/predictions_${..experiment.country}_${.split}/${..checkpoint}.json
+  modes:
+  - iou
+  eval_file: results/metrics
+output_dir: ${.host.model_root}/${.experiment.model.name}/${.experiment.encoder.in_size}/${.experiment.name}
+checkpoint: null
+num_workers: ${.run_type.num_workers}

pix2poly/224/dinov2/.hydra/hydra.yaml

@@ -0,0 +1,164 @@
+hydra:
+  run:
+    dir: ${...output_dir}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: RUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=RUN
+    task:
+    - experiment=p2p_image_dinov2
+    - host=gin
+  job:
+    name: train
+    chdir: null
+    override_dirname: experiment=p2p_image_dinov2,host=gin
+    id: ???
+    num: ???
+    config_name: config
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /run/netsop/u/home-sam/home/rsulzer/remote_python/pixelspointspolygons
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /run/netsop/u/home-sam/home/rsulzer/remote_python/pixelspointspolygons/config
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /data/rsulzer/PixelsPointsPolygons_output/pix2poly/224/dinov2
+    choices:
+      evaluation: val
+      training: default
+      experiment: p2p_image_dinov2
+      model@experiment.model: pix2poly
+      encoder@experiment.encoder: vit_dinov2
+      dataset: p3
+      run_type: release
+      host: gin
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

pix2poly/224/dinov2/.hydra/overrides.yaml

@@ -0,0 +1,2 @@
+- experiment=p2p_image_dinov2
+- host=gin

pix2poly/224/dinov2/checkpoints/best_val_iou.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b3faad368d8071b63fc5c01ad761b6cf24bc92184eb66d53b0d059bcb60ac8a5
+size 386310378

pix2poly/224/dinov2/checkpoints/best_val_loss.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:26a36f427ea5c0614c3892f62293f74cfeb73c378ae0fc05f393d744a7daf577
+size 386311665

pix2poly/224/dinov2/checkpoints/epoch_109.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:591e96a5df09044af518114906f9867fe771c6a114ee1215c0784278670182eb
+size 386306517

pix2poly/224/dinov2/checkpoints/epoch_119.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f026b29422049f0e6075720a54930c66e09a9685a8ab4c1327bf224724ac5384
+size 386306517

pix2poly/224/dinov2/checkpoints/epoch_129.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e96c7790d6a866c7ca0a25e7cf321640b82df1e8f1aaf0d9481db77aa6e94fba
+size 386306517

pix2poly/224/dinov2/checkpoints/epoch_139.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:48f36fdd950ad8b93b223fd102c2a3d2d7861c89384b8d9c70d181c0494224e5
+size 386306517

pix2poly/224/dinov2/checkpoints/epoch_149.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17fa3f915de11966763548a54213c14803b16a3214421fcdab0fac91b92a2cf9
+size 386306517

pix2poly/224/dinov2/checkpoints/epoch_159.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e83f0e8c82846c86b1d7f6b5ba7321b8e09b19d85afe0927f961a722b3fd00e0
+size 386306517

pix2poly/224/dinov2/checkpoints/epoch_169.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:49ec52af6cba04897d3f3eee91a7fb7fa49629ed6ee21425215fdd0376785f16
+size 386306517

pix2poly/224/dinov2/checkpoints/epoch_179.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:45ce7ff22de3cd0fdcf5eafcc344a6427836ef9a4a762561e13bf1829859bf16
+size 386306517

pix2poly/224/dinov2/checkpoints/epoch_189.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:65bda75688fcdfa2f27abbeb350338def62cf72ee411a07eda21ca8987b7f1c3
+size 386306517

pix2poly/224/dinov2/checkpoints/epoch_19.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae935db0b9d5c991608f03d59773644000ec4fb7083806330b44ca79b2d8da5b
+size 386305230

pix2poly/224/dinov2/checkpoints/epoch_199.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b1d9b37a7e05c6b95cf3187daff972c5f0e83cd02a0de93e1086ba2e7ffa14c0
+size 386306517

pix2poly/224/dinov2/checkpoints/epoch_29.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:37eb43e71976aa1fb7bc36fae8a77bde148d25217b3e294bb11f084ac9fbbba2
+size 386305230

pix2poly/224/dinov2/checkpoints/epoch_39.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c8f0b2e7fb9b717a4cb2dfba83d0abf9368fbef063088a477cd2a3514e30771
+size 386305230

pix2poly/224/dinov2/checkpoints/epoch_49.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c0984a8084ba23e890fc74b40704c36a57b7cedf421874b5b56a08f407b18b25
+size 386305230

pix2poly/224/dinov2/checkpoints/epoch_59.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a83a4a8aa9dced7ba4ff51e451988947c46595d5e6aadb84aea764542415d7b6
+size 386305230

pix2poly/224/dinov2/checkpoints/epoch_69.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2ccce0439515289106917ae41336a55318df4ede62445fb3c92a2a4d04dbbcd
+size 386305230

pix2poly/224/dinov2/checkpoints/epoch_79.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bd2056364b511365ca1e174d182f51af682eb711a8b030f3a2f6383bcc79f8a3
+size 386305230

pix2poly/224/dinov2/checkpoints/epoch_89.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:303527ea08dda41f097c62176858ce7a6987d639d03f6aa3cc38a78ab643c9dc
+size 386305230

pix2poly/224/dinov2/checkpoints/epoch_9.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f67707c4ae9c5baf13e9017f0d12949658298d143b33eeffff6f928aa0537cfa
+size 386303559

pix2poly/224/dinov2/checkpoints/epoch_99.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:861f3fbbd9176bb27c06d0fd499d85db641cc74cb471007271541ea61b9a9d50
+size 386305230

pix2poly/224/dinov2/checkpoints/latest.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f25c5104c9c3e948949912d52e41aafd36e3ae6f4f43e9238cdd0b73d2d2c068
+size 386297856

pix2poly/224/dinov2/predictions_CH_val/best_val_iou.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5f0d1f955f79dc3488e16386c57dfcfd59fcf19a80a473a1673d74965144fc2
+size 527158

pix2poly/224/dinov2/predictions_CH_val/epoch_0.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1aaeaf8a13a429fa9014f057acf72ad06759cff734e5ba80f005d7bd9da3eb73
+size 639684

pix2poly/224/dinov2/predictions_CH_val/epoch_1.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:249b6a78f3b1001e0cf13b9834c15d4f8cc45744104f8aca595d14138f70aae8
+size 258070

pix2poly/224/dinov2/predictions_CH_val/epoch_10.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d1b831765b13f3ae18b694e51bf252e63ffd01454d4e88b1a57f695a38da407
+size 244104

pix2poly/224/dinov2/predictions_CH_val/epoch_100.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:47cd98afff7cb25ef05439e56148f70d2cae50bfacaea6201597a9ac305bf6b0
+size 618258

pix2poly/224/dinov2/predictions_CH_val/epoch_101.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9f6481da37eeb5e9cc4f5c4e06e96a9112c588e4af7897bc5aad8ea3e0b48a7a
+size 680011

pix2poly/224/dinov2/predictions_CH_val/epoch_102.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0d6e8d5955114c3329f582710da7f8928249ef99195518d976e329e3a1a7b72b
+size 605404

pix2poly/224/dinov2/predictions_CH_val/epoch_103.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:904357ee186ca2df84e8b62473c6c16d6c7ff53f462a2376ef187329e6aab39a
+size 626573

pix2poly/224/dinov2/predictions_CH_val/epoch_104.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:12c3c46931cfe704d011ba2a6b6238df7003c8cd120b7fef5a734348e7179cfc
+size 628206

pix2poly/224/dinov2/predictions_CH_val/epoch_105.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:02c6d80f63935880e9dc4176d38d5b674978161c9048b2d431fd94f765b4dd06
+size 629423

pix2poly/224/dinov2/predictions_CH_val/epoch_106.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:24ea9aa70dc275d97c5464c23da28c0ea82e86d152fdcb88f5f1ae47e50bcbff
+size 595620

pix2poly/224/dinov2/predictions_CH_val/epoch_107.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fb20d40f30b5bf1cd480e40fc16c2af6059f7385eddae109235c0e7137da4fd7
+size 596426

pix2poly/224/dinov2/predictions_CH_val/epoch_108.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ff5ce47df13f9465068b4d6cdbdcf7e60d6f7f81be4bfcc3b193eb7e3aa80769
+size 558618

pix2poly/224/dinov2/predictions_CH_val/epoch_109.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bedd3cdbef05cb6583a41d3ce299f3a38f28f457f7c27c6bb4869014a312d643
+size 567348