Gabrijel commited on
Commit
aca9e4f
·
verified ·
1 Parent(s): bfadd55

Add files using upload-large-folder tool

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_depth_head_batch_size=128/lightning_logs/version_0/hparams.yaml +55 -0
  2. heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_depth_head_batch_size=128/lightning_logs/version_0/results.txt +9 -0
  3. heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_normals_head_batch_size=128/lightning_logs/version_0/checkpoints/epoch=92-step=2232.ckpt +3 -0
  4. heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_normals_head_batch_size=128/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  5. heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_normals_head_batch_size=128/lightning_logs/version_0/hparams.yaml +55 -0
  6. heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_segm_head_batch_size=128/lightning_logs/version_0/checkpoints/epoch=41-step=1008.ckpt +3 -0
  7. heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_segm_head_batch_size=128/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  8. heads/cityscapes/train_cityscapes_224x448_pca_depth_head/lightning_logs/version_0/checkpoints/epoch=67-step=1632.ckpt +3 -0
  9. heads/cityscapes/train_cityscapes_224x448_pca_depth_head/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  10. heads/cityscapes/train_cityscapes_224x448_pca_depth_head/lightning_logs/version_0/hparams.yaml +52 -0
  11. heads/cityscapes/train_cityscapes_224x448_pca_depth_head/lightning_logs/version_0/results.txt +9 -0
  12. heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_depth_head/lightning_logs/version_0/checkpoints/epoch=59-step=1440.ckpt +3 -0
  13. heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_depth_head/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  14. heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_depth_head/lightning_logs/version_0/hparams.yaml +52 -0
  15. heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_depth_head/lightning_logs/version_0/results.txt +9 -0
  16. heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_segm_head/lightning_logs/version_0/checkpoints/epoch=46-step=1128.ckpt +3 -0
  17. heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_segm_head/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  18. heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_segm_head/lightning_logs/version_0/hparams.yaml +52 -0
  19. heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_segm_head/lightning_logs/version_0/results.txt +2 -0
  20. heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_surface_normals_head/lightning_logs/version_0/checkpoints/epoch=92-step=2232.ckpt +3 -0
  21. heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_surface_normals_head/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  22. heads/cityscapes/train_cityscapes_224x448_pca_segm_head/lightning_logs/version_0/checkpoints/epoch=51-step=1248.ckpt +3 -0
  23. heads/cityscapes/train_cityscapes_224x448_pca_segm_head/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  24. heads/cityscapes/train_cityscapes_224x448_pca_segm_head/lightning_logs/version_0/hparams.yaml +52 -0
  25. heads/cityscapes/train_cityscapes_224x448_pca_segm_head/lightning_logs/version_0/results.txt +2 -0
  26. heads/cityscapes/train_cityscapes_224x448_pca_surface_normals_head/lightning_logs/version_0/checkpoints/epoch=92-step=2232.ckpt +3 -0
  27. heads/cityscapes/train_cityscapes_224x448_pca_surface_normals_head/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  28. heads/cityscapes/train_cityscapes_224x448_pca_surface_normals_head/lightning_logs/version_0/hparams.yaml +52 -0
  29. heads/cityscapes/train_cityscapes_224x448_pca_surface_normals_head/lightning_logs/version_0/results.txt +8 -0
  30. heads/cityscapes/train_cityscapes_224x448_raw_depth_head/lightning_logs/version_0/checkpoints/epoch=54-step=1320.ckpt +3 -0
  31. heads/cityscapes/train_cityscapes_224x448_raw_depth_head/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  32. heads/cityscapes/train_cityscapes_224x448_raw_depth_head/lightning_logs/version_0/hparams.yaml +52 -0
  33. heads/cityscapes/train_cityscapes_224x448_raw_depth_head/lightning_logs/version_0/results.txt +9 -0
  34. heads/cityscapes/train_cityscapes_224x448_raw_segm_head/lightning_logs/version_0/checkpoints/epoch=59-step=1440.ckpt +3 -0
  35. heads/cityscapes/train_cityscapes_224x448_raw_segm_head/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  36. heads/cityscapes/train_cityscapes_224x448_raw_surface_normals_head/lightning_logs/version_0/checkpoints/epoch=92-step=2232.ckpt +3 -0
  37. heads/cityscapes/train_cityscapes_224x448_raw_surface_normals_head/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  38. heads/cityscapes/train_cityscapes_224x448_raw_surface_normals_head/lightning_logs/version_0/hparams.yaml +52 -0
  39. heads/cityscapes/train_cityscapes_224x448_raw_surface_normals_head/lightning_logs/version_0/results.txt +8 -0
  40. heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_depth_head_batch_size=128_lr=1e-5/lightning_logs/version_0/checkpoints/epoch=1-step=3640.ckpt +3 -0
  41. heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_depth_head_batch_size=128_lr=1e-5/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  42. heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_depth_head_batch_size=128_lr=1e-5/lightning_logs/version_0/events.out.tfevents.1760061412.c2-g8-01.4017671.1 +3 -0
  43. heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_depth_head_batch_size=128_lr=1e-5/lightning_logs/version_0/results.txt +9 -0
  44. heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_fgbg_seg_head_batch_size=128_lr=1e-5/lightning_logs/version_0/checkpoints/epoch=98-step=180180.ckpt +3 -0
  45. heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_fgbg_seg_head_batch_size=128_lr=1e-5/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  46. heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_fgbg_seg_head_batch_size=128_lr=1e-5/lightning_logs/version_0/events.out.tfevents.1760165188.dev2.151251.1 +3 -0
  47. heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_fgbg_seg_head_batch_size=128_lr=1e-5/lightning_logs/version_0/hparams.yaml +55 -0
  48. heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_normals_head_batch_size=128_lr=1e-5/lightning_logs/version_0/checkpoints/epoch=98-step=180180.ckpt +3 -0
  49. heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_normals_head_batch_size=128_lr=1e-5/lightning_logs/version_0/checkpoints/last.ckpt +3 -0
  50. heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_normals_head_batch_size=128_lr=1e-5/lightning_logs/version_0/events.out.tfevents.1760169054.dev2.132637.1 +3 -0
heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_depth_head_batch_size=128/lightning_logs/version_0/hparams.yaml ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ args: !!python/object:argparse.Namespace
2
+ accum_iter: 1
3
+ batch_size: 16
4
+ ckpt: null
5
+ data_path: /scratch/shared/beegfs/gabrijel/datasets/curated/cityscapes
6
+ device: !!python/object/apply:torch.device
7
+ - cuda
8
+ - 0
9
+ dlayers:
10
+ - 2
11
+ - 5
12
+ - 8
13
+ - 11
14
+ dpt_out_channels:
15
+ - 128
16
+ - 256
17
+ - 512
18
+ - 512
19
+ dst_path: /scratch/shared/beegfs/gabrijel/experiments/dino-foresight/logs/cityscapes/heads/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_depth_head_batch_size=128
20
+ effective_batch_size: 128
21
+ eval_ckpt_only: false
22
+ eval_freq: 1
23
+ eval_last: false
24
+ feature_extractor: dino
25
+ gclip: 0.0
26
+ gpu: 0
27
+ hflip_tta: false
28
+ img_size: !!python/tuple
29
+ - 224
30
+ - 448
31
+ lr: 0.0016
32
+ lr_base: 0.0001
33
+ max_epochs: 100
34
+ max_steps: 2325
35
+ modality: depth
36
+ nfeats: 256
37
+ num_classes: 256
38
+ num_gpus: 8
39
+ num_nodes: 1
40
+ num_workers: 8
41
+ num_workers_val: 8
42
+ optimizer: adamw
43
+ pca_ckpt: null
44
+ precision: 16-mixed
45
+ rank: 0
46
+ scheduler: cosine
47
+ seed: 123
48
+ slurm: false
49
+ train_random_photometric_distort: false
50
+ use_bn: true
51
+ use_cls: false
52
+ warmup_p: 0.1
53
+ warmup_steps: 232
54
+ weight_decay: 0.0001
55
+ world_size: 8
heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_depth_head_batch_size=128/lightning_logs/version_0/results.txt ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ d1: 0.8475431203842163
2
+ d2: 0.9495058059692383
3
+ d3: 0.9718815088272095
4
+ abs_rel: 0.12315826117992401
5
+ rmse: 7.141202926635742
6
+ rmse_log: 0.24356119334697723
7
+ sq_rel: 1.0250942707061768
8
+ log_10: 0.05426597595214844
9
+ silog: 23.790969848632812
heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_normals_head_batch_size=128/lightning_logs/version_0/checkpoints/epoch=92-step=2232.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:983b6933d2e911e4045f7f4febc76f991f1ff49ef9e38f708fe18340ad4ece20
3
+ size 200895759
heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_normals_head_batch_size=128/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a97a22c093f26782d684db7b35541efdba42c3a66c36bf1b0a1c1cdd89c8568e
3
+ size 200895759
heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_normals_head_batch_size=128/lightning_logs/version_0/hparams.yaml ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ args: !!python/object:argparse.Namespace
2
+ accum_iter: 1
3
+ batch_size: 16
4
+ ckpt: null
5
+ data_path: /scratch/shared/beegfs/gabrijel/datasets/curated/cityscapes
6
+ device: !!python/object/apply:torch.device
7
+ - cuda
8
+ - 0
9
+ dlayers:
10
+ - 2
11
+ - 5
12
+ - 8
13
+ - 11
14
+ dpt_out_channels:
15
+ - 128
16
+ - 256
17
+ - 512
18
+ - 512
19
+ dst_path: /scratch/shared/beegfs/gabrijel/experiments/dino-foresight/logs/cityscapes/heads/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_normals_head_batch_size=128
20
+ effective_batch_size: 128
21
+ eval_ckpt_only: false
22
+ eval_freq: 1
23
+ eval_last: false
24
+ feature_extractor: dino
25
+ gclip: 0.0
26
+ gpu: 0
27
+ hflip_tta: false
28
+ img_size: !!python/tuple
29
+ - 224
30
+ - 448
31
+ lr: 0.0016
32
+ lr_base: 0.0001
33
+ max_epochs: 100
34
+ max_steps: 2325
35
+ modality: surface_normals
36
+ nfeats: 256
37
+ num_classes: 3
38
+ num_gpus: 8
39
+ num_nodes: 1
40
+ num_workers: 8
41
+ num_workers_val: 8
42
+ optimizer: adamw
43
+ pca_ckpt: null
44
+ precision: 16-mixed
45
+ rank: 0
46
+ scheduler: poly
47
+ seed: 123
48
+ slurm: false
49
+ train_random_photometric_distort: false
50
+ use_bn: true
51
+ use_cls: false
52
+ warmup_p: 0.1
53
+ warmup_steps: 232
54
+ weight_decay: 0.0001
55
+ world_size: 8
heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_segm_head_batch_size=128/lightning_logs/version_0/checkpoints/epoch=41-step=1008.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0e9807eee58f958b8ace9f6b4d81e41294b7ddcd44d98bc01bb25b4c0297e12a
3
+ size 200945103
heads/cityscapes/train_cityscapes_224_448_vae_large_l[2,_5,_8,_11]_segm_head_batch_size=128/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1272bf3e2f9e09320aaee94033df9a4753a8c0ffad4431956d1587a0ac523546
3
+ size 200945103
heads/cityscapes/train_cityscapes_224x448_pca_depth_head/lightning_logs/version_0/checkpoints/epoch=67-step=1632.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8b3b24bd929eec222f4529f932efd8a88eaa2b5dbbd7ced6776bc34c74f66e97
3
+ size 201674255
heads/cityscapes/train_cityscapes_224x448_pca_depth_head/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:49ca3053c14e0b3f386f0215b743dd6c0e4361c4fd1dc73708e61d75ac7c7f45
3
+ size 201674255
heads/cityscapes/train_cityscapes_224x448_pca_depth_head/lightning_logs/version_0/hparams.yaml ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ args: !!python/object:argparse.Namespace
2
+ accum_iter: 1
3
+ batch_size: 16
4
+ ckpt: null
5
+ data_path: /scratch/shared/beegfs/gabrijel/datasets/curated/cityscapes
6
+ device: !!python/object/apply:torch.device
7
+ - cuda
8
+ - 0
9
+ dlayers:
10
+ - 2
11
+ - 5
12
+ - 8
13
+ - 11
14
+ dpt_out_channels:
15
+ - 128
16
+ - 256
17
+ - 512
18
+ - 512
19
+ dst_path: /scratch/shared/beegfs/gabrijel/experiments/dino-foresight/logs/cityscapes/heads/train_cityscapes_224x448_pca_depth_head
20
+ effective_batch_size: 128
21
+ eval_ckpt_only: false
22
+ eval_freq: 1
23
+ eval_last: false
24
+ feature_extractor: dino
25
+ gclip: 0.0
26
+ gpu: 0
27
+ hflip_tta: false
28
+ img_size: !!python/tuple
29
+ - 224
30
+ - 448
31
+ lr: 0.0016
32
+ lr_base: 0.0001
33
+ max_epochs: 100
34
+ max_steps: 2325
35
+ modality: depth
36
+ nfeats: 256
37
+ num_classes: 256
38
+ num_gpus: 8
39
+ num_workers: 8
40
+ num_workers_val: 8
41
+ optimizer: adamw
42
+ pca_ckpt: /users/gabrijel/projects/baselines/official/DINO-Foresight/pcas/cityscapes/dinov2_pca_224_l[2,_5,_8,_11]_1152.pth
43
+ precision: 16-mixed
44
+ rank: 0
45
+ scheduler: cosine
46
+ seed: 123
47
+ use_bn: true
48
+ use_cls: false
49
+ warmup_p: 0.1
50
+ warmup_steps: 232
51
+ weight_decay: 0.0001
52
+ world_size: 8
heads/cityscapes/train_cityscapes_224x448_pca_depth_head/lightning_logs/version_0/results.txt ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ d1: 0.867509126663208
2
+ d2: 0.9575021862983704
3
+ d3: 0.9776958227157593
4
+ abs_rel: 0.11600692570209503
5
+ rmse: 6.487044811248779
6
+ rmse_log: 0.21880263090133667
7
+ sq_rel: 0.8949053287506104
8
+ log_10: 0.04848974198102951
9
+ silog: 21.49653434753418
heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_depth_head/lightning_logs/version_0/checkpoints/epoch=59-step=1440.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b99eae2b66c50c7ee143d47d241b979328868d0804b527a3ae7e1af4d357b925
3
+ size 201674319
heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_depth_head/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b54f063f0ab7e7c9652c1b4da4dcd35e5acf47dae933806c266afa5c0da189bf
3
+ size 201674319
heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_depth_head/lightning_logs/version_0/hparams.yaml ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ args: !!python/object:argparse.Namespace
2
+ accum_iter: 1
3
+ batch_size: 16
4
+ ckpt: null
5
+ data_path: /scratch/shared/beegfs/gabrijel/datasets/curated/cityscapes
6
+ device: !!python/object/apply:torch.device
7
+ - cuda
8
+ - 0
9
+ dlayers:
10
+ - 2
11
+ - 5
12
+ - 8
13
+ - 11
14
+ dpt_out_channels:
15
+ - 128
16
+ - 256
17
+ - 512
18
+ - 512
19
+ dst_path: /scratch/shared/beegfs/gabrijel/experiments/dino-foresight/logs/cityscapes/heads/train_cityscapes_224x448_pca_ncomponents=16_depth_head
20
+ effective_batch_size: 128
21
+ eval_ckpt_only: false
22
+ eval_freq: 1
23
+ eval_last: false
24
+ feature_extractor: dino
25
+ gclip: 0.0
26
+ gpu: 0
27
+ hflip_tta: false
28
+ img_size: !!python/tuple
29
+ - 224
30
+ - 448
31
+ lr: 0.0016
32
+ lr_base: 0.0001
33
+ max_epochs: 100
34
+ max_steps: 2325
35
+ modality: depth
36
+ nfeats: 256
37
+ num_classes: 256
38
+ num_gpus: 8
39
+ num_workers: 8
40
+ num_workers_val: 8
41
+ optimizer: adamw
42
+ pca_ckpt: /work/gabrijel/experiments/dino-foresight/pcas/cityscapes/ncomponents=16/dinov2_pca_224_l[2,_5,_8,_11]_16.pth
43
+ precision: 16-mixed
44
+ rank: 0
45
+ scheduler: cosine
46
+ seed: 123
47
+ use_bn: true
48
+ use_cls: false
49
+ warmup_p: 0.1
50
+ warmup_steps: 232
51
+ weight_decay: 0.0001
52
+ world_size: 8
heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_depth_head/lightning_logs/version_0/results.txt ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ d1: 0.815988302230835
2
+ d2: 0.9293420314788818
3
+ d3: 0.9606805443763733
4
+ abs_rel: 0.15756788849830627
5
+ rmse: 8.285951614379883
6
+ rmse_log: 0.29879266023635864
7
+ sq_rel: 1.6426873207092285
8
+ log_10: 0.0647793710231781
9
+ silog: 29.466859817504883
heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_segm_head/lightning_logs/version_0/checkpoints/epoch=46-step=1128.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c3f2ce95da37294b53b2bfb84df174ce1cf0a80ccdf723ebdb43d2b04e5916b5
3
+ size 200943311
heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_segm_head/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b67a926bb33178f9306c5b351329caa6453f37cce2476cc6fa3f707c21b9b287
3
+ size 200943311
heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_segm_head/lightning_logs/version_0/hparams.yaml ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ args: !!python/object:argparse.Namespace
2
+ accum_iter: 1
3
+ batch_size: 16
4
+ ckpt: null
5
+ data_path: /scratch/shared/beegfs/gabrijel/datasets/curated/cityscapes
6
+ device: !!python/object/apply:torch.device
7
+ - cuda
8
+ - 0
9
+ dlayers:
10
+ - 2
11
+ - 5
12
+ - 8
13
+ - 11
14
+ dpt_out_channels:
15
+ - 128
16
+ - 256
17
+ - 512
18
+ - 512
19
+ dst_path: /scratch/shared/beegfs/gabrijel/experiments/dino-foresight/logs/cityscapes/heads/train_cityscapes_224x448_pca_ncomponents=16_segm_head
20
+ effective_batch_size: 128
21
+ eval_ckpt_only: false
22
+ eval_freq: 1
23
+ eval_last: false
24
+ feature_extractor: dino
25
+ gclip: 0.0
26
+ gpu: 0
27
+ hflip_tta: false
28
+ img_size: !!python/tuple
29
+ - 224
30
+ - 448
31
+ lr: 0.0016
32
+ lr_base: 0.0001
33
+ max_epochs: 100
34
+ max_steps: 2325
35
+ modality: segm
36
+ nfeats: 256
37
+ num_classes: 19
38
+ num_gpus: 8
39
+ num_workers: 8
40
+ num_workers_val: 8
41
+ optimizer: adamw
42
+ pca_ckpt: /work/gabrijel/experiments/dino-foresight/pcas/cityscapes/ncomponents=16/dinov2_pca_224_l[2,_5,_8,_11]_16.pth
43
+ precision: 16-mixed
44
+ rank: 0
45
+ scheduler: poly
46
+ seed: 123
47
+ use_bn: true
48
+ use_cls: false
49
+ warmup_p: 0.1
50
+ warmup_steps: 232
51
+ weight_decay: 0.0001
52
+ world_size: 8
heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_segm_head/lightning_logs/version_0/results.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ mIoU: 54.65583801269531
2
+ MO_mIoU: 49.64780807495117
heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_surface_normals_head/lightning_logs/version_0/checkpoints/epoch=92-step=2232.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5ff7706b85992d2aa7b2022b096b0085601315cb6a8ee7e56197b6015275c0ee
3
+ size 200894031
heads/cityscapes/train_cityscapes_224x448_pca_ncomponents=16_surface_normals_head/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e2e7badb73093fbc19e6b6cb096737bc2b87b29186dd3962ecffec02d61031fa
3
+ size 200894031
heads/cityscapes/train_cityscapes_224x448_pca_segm_head/lightning_logs/version_0/checkpoints/epoch=51-step=1248.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:477e701503dde762e8e6706e505aa3f4933daa98f8da0a23921418033d6ca15f
3
+ size 200943247
heads/cityscapes/train_cityscapes_224x448_pca_segm_head/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c09184ee00f4e20f4fb2f9e44605eeb575476e901b77fd4568d24ca8ddc47f6a
3
+ size 200943247
heads/cityscapes/train_cityscapes_224x448_pca_segm_head/lightning_logs/version_0/hparams.yaml ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ args: !!python/object:argparse.Namespace
2
+ accum_iter: 1
3
+ batch_size: 16
4
+ ckpt: null
5
+ data_path: /scratch/shared/beegfs/gabrijel/datasets/curated/cityscapes
6
+ device: !!python/object/apply:torch.device
7
+ - cuda
8
+ - 0
9
+ dlayers:
10
+ - 2
11
+ - 5
12
+ - 8
13
+ - 11
14
+ dpt_out_channels:
15
+ - 128
16
+ - 256
17
+ - 512
18
+ - 512
19
+ dst_path: /scratch/shared/beegfs/gabrijel/experiments/dino-foresight/logs/cityscapes/heads/train_cityscapes_224x448_pca_segm_head
20
+ effective_batch_size: 128
21
+ eval_ckpt_only: false
22
+ eval_freq: 1
23
+ eval_last: false
24
+ feature_extractor: dino
25
+ gclip: 0.0
26
+ gpu: 0
27
+ hflip_tta: false
28
+ img_size: !!python/tuple
29
+ - 224
30
+ - 448
31
+ lr: 0.0016
32
+ lr_base: 0.0001
33
+ max_epochs: 100
34
+ max_steps: 2325
35
+ modality: segm
36
+ nfeats: 256
37
+ num_classes: 19
38
+ num_gpus: 8
39
+ num_workers: 8
40
+ num_workers_val: 8
41
+ optimizer: adamw
42
+ pca_ckpt: /users/gabrijel/projects/baselines/official/DINO-Foresight/pcas/cityscapes/dinov2_pca_224_l[2,_5,_8,_11]_1152.pth
43
+ precision: 16-mixed
44
+ rank: 0
45
+ scheduler: poly
46
+ seed: 123
47
+ use_bn: true
48
+ use_cls: false
49
+ warmup_p: 0.1
50
+ warmup_steps: 232
51
+ weight_decay: 0.0001
52
+ world_size: 8
heads/cityscapes/train_cityscapes_224x448_pca_segm_head/lightning_logs/version_0/results.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ mIoU: 68.46162414550781
2
+ MO_mIoU: 67.6376953125
heads/cityscapes/train_cityscapes_224x448_pca_surface_normals_head/lightning_logs/version_0/checkpoints/epoch=92-step=2232.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:61384f40451c00d5abe11b78f1f77bf539a1f2a5aa4b0c2133938bd716f2d474
3
+ size 200893967
heads/cityscapes/train_cityscapes_224x448_pca_surface_normals_head/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f91c408e9ad1d8a870bba2d61fb5289b5a158e43ea40d9ade30296d329fb366f
3
+ size 200893967
heads/cityscapes/train_cityscapes_224x448_pca_surface_normals_head/lightning_logs/version_0/hparams.yaml ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ args: !!python/object:argparse.Namespace
2
+ accum_iter: 1
3
+ batch_size: 16
4
+ ckpt: null
5
+ data_path: /scratch/shared/beegfs/gabrijel/datasets/curated/cityscapes
6
+ device: !!python/object/apply:torch.device
7
+ - cuda
8
+ - 0
9
+ dlayers:
10
+ - 2
11
+ - 5
12
+ - 8
13
+ - 11
14
+ dpt_out_channels:
15
+ - 128
16
+ - 256
17
+ - 512
18
+ - 512
19
+ dst_path: /scratch/shared/beegfs/gabrijel/experiments/dino-foresight/logs/cityscapes/heads/train_cityscapes_224x448_pca_surface_normals_head
20
+ effective_batch_size: 128
21
+ eval_ckpt_only: false
22
+ eval_freq: 1
23
+ eval_last: false
24
+ feature_extractor: dino
25
+ gclip: 0.0
26
+ gpu: 0
27
+ hflip_tta: false
28
+ img_size: !!python/tuple
29
+ - 224
30
+ - 448
31
+ lr: 0.0016
32
+ lr_base: 0.0001
33
+ max_epochs: 100
34
+ max_steps: 2325
35
+ modality: surface_normals
36
+ nfeats: 256
37
+ num_classes: 3
38
+ num_gpus: 8
39
+ num_workers: 8
40
+ num_workers_val: 8
41
+ optimizer: adamw
42
+ pca_ckpt: /users/gabrijel/projects/baselines/official/DINO-Foresight/pcas/cityscapes/dinov2_pca_224_l[2,_5,_8,_11]_1152.pth
43
+ precision: 16-mixed
44
+ rank: 0
45
+ scheduler: poly
46
+ seed: 123
47
+ use_bn: true
48
+ use_cls: false
49
+ warmup_p: 0.1
50
+ warmup_steps: 232
51
+ weight_decay: 0.0001
52
+ world_size: 8
heads/cityscapes/train_cityscapes_224x448_pca_surface_normals_head/lightning_logs/version_0/results.txt ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ mean_ae: 2.9138669967651367
2
+ median_ae: 1.7008650302886963
3
+ rmse: 4.548877716064453
4
+ a1: 83.35293579101562
5
+ a2: 92.036865234375
6
+ a3: 97.01936340332031
7
+ a4: 99.61776733398438
8
+ a5: 99.79177856445312
heads/cityscapes/train_cityscapes_224x448_raw_depth_head/lightning_logs/version_0/checkpoints/epoch=54-step=1320.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:94cf83072379012e25196036f76fcb88dc7fb4028c11bd19bc392bb0d037d48a
3
+ size 201674127
heads/cityscapes/train_cityscapes_224x448_raw_depth_head/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:363628778c6176880c42b44184b13a42c5209526abde6cfe6a1fb60635c468d6
3
+ size 201674127
heads/cityscapes/train_cityscapes_224x448_raw_depth_head/lightning_logs/version_0/hparams.yaml ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ args: !!python/object:argparse.Namespace
2
+ accum_iter: 1
3
+ batch_size: 16
4
+ ckpt: null
5
+ data_path: /scratch/shared/beegfs/gabrijel/datasets/curated/cityscapes
6
+ device: !!python/object/apply:torch.device
7
+ - cuda
8
+ - 0
9
+ dlayers:
10
+ - 2
11
+ - 5
12
+ - 8
13
+ - 11
14
+ dpt_out_channels:
15
+ - 128
16
+ - 256
17
+ - 512
18
+ - 512
19
+ dst_path: /scratch/shared/beegfs/gabrijel/experiments/dino-foresight/logs/cityscapes/heads/train_cityscapes_224x448_raw_depth_head
20
+ effective_batch_size: 128
21
+ eval_ckpt_only: false
22
+ eval_freq: 1
23
+ eval_last: false
24
+ feature_extractor: dino
25
+ gclip: 0.0
26
+ gpu: 0
27
+ hflip_tta: false
28
+ img_size: !!python/tuple
29
+ - 224
30
+ - 448
31
+ lr: 0.0016
32
+ lr_base: 0.0001
33
+ max_epochs: 100
34
+ max_steps: 2325
35
+ modality: depth
36
+ nfeats: 256
37
+ num_classes: 256
38
+ num_gpus: 8
39
+ num_workers: 8
40
+ num_workers_val: 8
41
+ optimizer: adamw
42
+ pca_ckpt: null
43
+ precision: 16-mixed
44
+ rank: 0
45
+ scheduler: cosine
46
+ seed: 123
47
+ use_bn: true
48
+ use_cls: false
49
+ warmup_p: 0.1
50
+ warmup_steps: 232
51
+ weight_decay: 0.0001
52
+ world_size: 8
heads/cityscapes/train_cityscapes_224x448_raw_depth_head/lightning_logs/version_0/results.txt ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ d1: 0.8717694282531738
2
+ d2: 0.9581418037414551
3
+ d3: 0.9771357178688049
4
+ abs_rel: 0.11312608420848846
5
+ rmse: 6.49871826171875
6
+ rmse_log: 0.2207271158695221
7
+ sq_rel: 0.8994249701499939
8
+ log_10: 0.047895967960357666
9
+ silog: 21.818635940551758
heads/cityscapes/train_cityscapes_224x448_raw_segm_head/lightning_logs/version_0/checkpoints/epoch=59-step=1440.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9875b627808442afdb3a2aed994f8761177678fb99b9813f83d7b8ab0e7a3365
3
+ size 200943119
heads/cityscapes/train_cityscapes_224x448_raw_segm_head/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f882719216276271146c0093a46b7f6275e188620b64c50cda48b1f65c4988ee
3
+ size 200943119
heads/cityscapes/train_cityscapes_224x448_raw_surface_normals_head/lightning_logs/version_0/checkpoints/epoch=92-step=2232.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b66e1c5912a5245d52e1f0aaa55b9d53901022774d3a02afd02507824bcaafc2
3
+ size 200893839
heads/cityscapes/train_cityscapes_224x448_raw_surface_normals_head/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7f21962e574247e82c2ffd67afa981bbc779ca18c8e9059c25d18c3fbf0c2b17
3
+ size 200893839
heads/cityscapes/train_cityscapes_224x448_raw_surface_normals_head/lightning_logs/version_0/hparams.yaml ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ args: !!python/object:argparse.Namespace
2
+ accum_iter: 1
3
+ batch_size: 16
4
+ ckpt: null
5
+ data_path: /scratch/shared/beegfs/gabrijel/datasets/curated/cityscapes
6
+ device: !!python/object/apply:torch.device
7
+ - cuda
8
+ - 0
9
+ dlayers:
10
+ - 2
11
+ - 5
12
+ - 8
13
+ - 11
14
+ dpt_out_channels:
15
+ - 128
16
+ - 256
17
+ - 512
18
+ - 512
19
+ dst_path: /scratch/shared/beegfs/gabrijel/experiments/dino-foresight/logs/cityscapes/heads/train_cityscapes_224x448_raw_surface_normals_head
20
+ effective_batch_size: 128
21
+ eval_ckpt_only: false
22
+ eval_freq: 1
23
+ eval_last: false
24
+ feature_extractor: dino
25
+ gclip: 0.0
26
+ gpu: 0
27
+ hflip_tta: false
28
+ img_size: !!python/tuple
29
+ - 224
30
+ - 448
31
+ lr: 0.0016
32
+ lr_base: 0.0001
33
+ max_epochs: 100
34
+ max_steps: 2325
35
+ modality: surface_normals
36
+ nfeats: 256
37
+ num_classes: 3
38
+ num_gpus: 8
39
+ num_workers: 8
40
+ num_workers_val: 8
41
+ optimizer: adamw
42
+ pca_ckpt: null
43
+ precision: 16-mixed
44
+ rank: 0
45
+ scheduler: poly
46
+ seed: 123
47
+ use_bn: true
48
+ use_cls: false
49
+ warmup_p: 0.1
50
+ warmup_steps: 232
51
+ weight_decay: 0.0001
52
+ world_size: 8
heads/cityscapes/train_cityscapes_224x448_raw_surface_normals_head/lightning_logs/version_0/results.txt ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ mean_ae: 2.938774585723877
2
+ median_ae: 1.7030839920043945
3
+ rmse: 4.633583068847656
4
+ a1: 83.20088195800781
5
+ a2: 91.92356872558594
6
+ a3: 96.9259262084961
7
+ a4: 99.578125
8
+ a5: 99.76788330078125
heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_depth_head_batch_size=128_lr=1e-5/lightning_logs/version_0/checkpoints/epoch=1-step=3640.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:95f1e47d87ae79bcd0ff196a09fd5eebbf30c3078c2732c89f69a7523e11f565
3
+ size 201674255
heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_depth_head_batch_size=128_lr=1e-5/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f50d9357cf7c511768e1d9ea743c96f64288d68be2276c16d578d60fbf98a82a
3
+ size 201674319
heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_depth_head_batch_size=128_lr=1e-5/lightning_logs/version_0/events.out.tfevents.1760061412.c2-g8-01.4017671.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cad9285c8b9bc6b9c35487723c5f94939f397ea5164d3a99532ac52e57367236
3
+ size 25567
heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_depth_head_batch_size=128_lr=1e-5/lightning_logs/version_0/results.txt ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ d1: 0.7751978039741516
2
+ d2: 0.8948086500167847
3
+ d3: 0.9333469271659851
4
+ abs_rel: 0.1531732976436615
5
+ rmse: 3.5306215286254883
6
+ rmse_log: 0.32453784346580505
7
+ sq_rel: 0.7854214906692505
8
+ log_10: 0.0713702142238617
9
+ silog: 31.191608428955078
heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_fgbg_seg_head_batch_size=128_lr=1e-5/lightning_logs/version_0/checkpoints/epoch=98-step=180180.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:56276cc1dd1bf2f0f0d672c3709d13b5adc141733ff0e13516ef0432b2546e41
3
+ size 200890895
heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_fgbg_seg_head_batch_size=128_lr=1e-5/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:042f87b8a30ea47371ce8174c580d585afc2e7348122ea29249e9d473d8be5a5
3
+ size 200890895
heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_fgbg_seg_head_batch_size=128_lr=1e-5/lightning_logs/version_0/events.out.tfevents.1760165188.dev2.151251.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a3e26e4bfed8f6fc31f9c5c768b78f4b0ba460aca1039ad77262ba6b0f63a668
3
+ size 7969
heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_fgbg_seg_head_batch_size=128_lr=1e-5/lightning_logs/version_0/hparams.yaml ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ args: !!python/object:argparse.Namespace
2
+ accum_iter: 1
3
+ batch_size: 64
4
+ ckpt: null
5
+ data_path: /scratch/shared/beegfs/gabrijel/datasets/curated/google_kubric
6
+ device: !!python/object/apply:torch.device
7
+ - cuda
8
+ - 0
9
+ dlayers:
10
+ - 2
11
+ - 5
12
+ - 8
13
+ - 11
14
+ dpt_out_channels:
15
+ - 128
16
+ - 256
17
+ - 512
18
+ - 512
19
+ dst_path: /scratch/shared/beegfs/gabrijel/experiments/dino-foresight/logs/kubric/heads/train_kubric_pca_224_l[2,_5,_8,_11]_fgbg_seg_head_batch_size=128_lr=1e-5
20
+ effective_batch_size: 128
21
+ eval_ckpt_only: false
22
+ eval_freq: 1
23
+ eval_last: false
24
+ feature_extractor: dino
25
+ gclip: 0.0
26
+ gpu: 0
27
+ hflip_tta: false
28
+ img_size: !!python/tuple
29
+ - 224
30
+ - 224
31
+ lr: 0.00016
32
+ lr_base: 1.0e-05
33
+ max_epochs: 100
34
+ max_steps: 181950
35
+ modality: segm
36
+ nfeats: 256
37
+ num_classes: 2
38
+ num_gpus: 2
39
+ num_nodes: 1
40
+ num_workers: 8
41
+ num_workers_val: 8
42
+ optimizer: adamw
43
+ pca_ckpt: /scratch/shared/beegfs/gabrijel/hf/dino-foresight/kubric/pca/subsample_ratio=0.33/dino_pca_224_l[2,_5,_8,_11]_1152.pth
44
+ precision: 32-true
45
+ rank: 0
46
+ scheduler: poly
47
+ seed: 123
48
+ slurm: false
49
+ train_random_photometric_distort: true
50
+ use_bn: true
51
+ use_cls: false
52
+ warmup_p: 0.1
53
+ warmup_steps: 18195
54
+ weight_decay: 0.0001
55
+ world_size: 2
heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_normals_head_batch_size=128_lr=1e-5/lightning_logs/version_0/checkpoints/epoch=98-step=180180.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:865a378f43328622b4e043c468e44e19019fe0f0bd91e1e8e4b45675e3f18b8c
3
+ size 200894031
heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_normals_head_batch_size=128_lr=1e-5/lightning_logs/version_0/checkpoints/last.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:583321b319f40cebb610be9a53c651f0eb4a90c29f7cc4ea033ab5053354befb
3
+ size 200894031
heads/kubric/train_kubric_pca_224_l[2,_5,_8,_11]_normals_head_batch_size=128_lr=1e-5/lightning_logs/version_0/events.out.tfevents.1760169054.dev2.132637.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:22ad3e72c1a9d470d65c4c63dbc28535a1eed7097d47ac154dbe5445d9856362
3
+ size 22692