diff --git a/.gitattributes b/.gitattributes
index a6344aac8c09253b3b630fb776ae94478aa0275b..0825608cca44f03a88b5584971497f78c156a61e 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -33,3 +33,172 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
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diff --git a/.hydra/config.yaml b/.hydra/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..724bbb2f3b005c4f6550d3d5fedd6f5ed030f83c
--- /dev/null
+++ b/.hydra/config.yaml
@@ -0,0 +1,158 @@
+wandb_project: lensless_demo
+seed: 0
+start_delay: null
+files:
+  cache_dir: null
+  dataset: bezzam/DiffuserCam-Lensless-Mirflickr-Dataset-NORM
+  huggingface_dataset: true
+  huggingface_psf: psf.tiff
+  single_channel_psf: true
+  hf_simulated: false
+  split_seed: null
+  n_files: null
+  test_size: null
+  downsample: 1
+  downsample_lensed: 1
+  input_snr: null
+  psf_snr: null
+  background_fp: null
+  background_snr_range: null
+  vertical_shift: null
+  horizontal_shift: null
+  rotate: false
+  flipud: true
+  flip_lensed: true
+  save_psf: false
+  crop: null
+  image_res: null
+  extra_eval: null
+  force_rgb: false
+  simulate_lensless: false
+  random_flip: false
+  random_rotate: false
+  random_shifts: false
+alignment: null
+torch: true
+torch_device: cuda:1
+device_ids: null
+measure: null
+eval_disp_idx:
+- 0
+- 1
+- 3
+- 4
+- 8
+display:
+  plot: true
+  gamma: null
+save: true
+reconstruction:
+  init: null
+  method: svdeconvnet
+  skip_unrolled: false
+  init_processors: null
+  init_pre: true
+  init_post: true
+  psf_network: false
+  psf_residual: false
+  direct_background_subtraction: false
+  learned_background_subtraction: false
+  integrated_background_subtraction: false
+  down_subtraction: false
+  integrated_background_unetres: false
+  unetres_input_background: false
+  unrolled_fista:
+    n_iter: 20
+    tk: 1
+    learn_tk: true
+  unrolled_admm:
+    n_iter: 5
+    mu1: 0.0001
+    mu2: 0.0001
+    mu3: 0.0001
+    tau: 0.0002
+  trainable_inv:
+    K: 0.0001
+  svdeconvnet:
+    K: 3
+  multi_wiener:
+    nc:
+    - 64
+    - 128
+    - 256
+    - 512
+    - 512
+  pre_process:
+    network: null
+    depth: 4
+    nc:
+    - 32
+    - 64
+    - 116
+    - 128
+    delay: null
+    freeze: null
+    unfreeze: null
+  post_process:
+    network: UnetRes
+    depth: 4
+    nc:
+    - 32
+    - 64
+    - 128
+    - 256
+    delay: null
+    freeze: null
+    unfreeze: null
+    train_last_layer: false
+  compensation: null
+  compensation_residual: true
+trainable_mask:
+  mask_type: TrainablePSF
+  initial_value: psf
+  grayscale: false
+  mask_lr: 0.001
+  optimizer: Adam
+  L1_strength: false
+target: object_plane
+simulation:
+  grayscale: false
+  output_dim: null
+  object_height: 0.04
+  flip: true
+  random_shift: false
+  random_vflip: 0.5
+  random_hflip: 0.5
+  random_rotate: false
+  scene2mask: 0.1
+  mask2sensor: 0.009
+  deadspace: true
+  use_waveprop: false
+  sensor: rpi_hq
+  snr_db: 10
+  downsample: 8
+  quantize: false
+  max_val: 255
+training:
+  batch_size: 4
+  epoch: 25
+  eval_batch_size: 4
+  metric_for_best_model: null
+  save_every: null
+  skip_NAN: true
+  clip_grad: 1.0
+  crop_preloss: false
+optimizer:
+  type: AdamW
+  lr: 0.0001
+  lr_step_epoch: false
+  cosine_decay_warmup: true
+  final_lr: false
+  exp_decay: false
+  slow_start: false
+  step: false
+  gamma: 0.1
+loss: l2
+lpips: 1.0
+unrolled_output_factor: false
+pre_proc_aux: false
diff --git a/.hydra/hydra.yaml b/.hydra/hydra.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fc7902c2ba4f6b1a44e02c0d703c6b0d30b8a6d1
--- /dev/null
+++ b/.hydra/hydra.yaml
@@ -0,0 +1,164 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  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:
+    - reconstruction.method=svdeconvnet
+    - trainable_mask.mask_type=TrainablePSF
+    - trainable_mask.L1_strength=False
+    - torch_device=cuda:1
+    - device_ids=null
+    - wandb_project=lensless_demo
+    - files.downsample=1
+    - files.downsample_lensed=1
+    - reconstruction.pre_process.network=null
+    - reconstruction.post_process.nc=[32,64,128,256]
+  job:
+    name: train_learning_based
+    chdir: true
+    override_dirname: device_ids=null,files.downsample=1,files.downsample_lensed=1,reconstruction.method=svdeconvnet,reconstruction.post_process.nc=[32,64,128,256],reconstruction.pre_process.network=null,torch_device=cuda:1,trainable_mask.L1_strength=False,trainable_mask.mask_type=TrainablePSF,wandb_project=lensless_demo
+    id: ???
+    num: ???
+    config_name: train_mirflickr_diffuser
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /root/LenslessPiCam
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /root/LenslessPiCam/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /root/LenslessPiCam/outputs/2025-02-23/15-25-04
+    choices:
+      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
diff --git a/.hydra/overrides.yaml b/.hydra/overrides.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b0d5673ade417525e5094c4b2aa05efaa018fa4c
--- /dev/null
+++ b/.hydra/overrides.yaml
@@ -0,0 +1,10 @@
+- reconstruction.method=svdeconvnet
+- trainable_mask.mask_type=TrainablePSF
+- trainable_mask.L1_strength=False
+- torch_device=cuda:1
+- device_ids=null
+- wandb_project=lensless_demo
+- files.downsample=1
+- files.downsample_lensed=1
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+[2025-02-23 15:25:05,628][__main__][INFO] - Using GPU for training. Main device : cuda:1
+[2025-02-23 15:25:10,350][__main__][INFO] - PSF shape : torch.Size([1, 270, 480, 3])
+[2025-02-23 15:25:10,363][__main__][INFO] - PSF min : 0.0
+[2025-02-23 15:25:10,374][__main__][INFO] - PSF max : 0.08547959476709366
+[2025-02-23 15:25:10,375][__main__][INFO] - PSF dtype : torch.float32
+[2025-02-23 15:25:10,404][__main__][INFO] - PSF norm : 1.7320510149002075
+[2025-02-23 15:25:10,404][__main__][INFO] - Reconstruction a few images with ADMM...
+[2025-02-23 15:25:11,154][__main__][INFO] - Cropped shape :  (270, 480, 3)
+[2025-02-23 15:25:12,988][__main__][INFO] - Train test size : 24000
+[2025-02-23 15:25:12,988][__main__][INFO] - Test test size : 999
+[2025-02-23 15:25:13,231][__main__][INFO] - Training model with 11660449 parameters
+[2025-02-23 15:25:13,231][__main__][INFO] - -- Post-process model with 8161248 parameters
+[2025-02-23 15:25:13,231][__main__][INFO] - Setup time : 0.2432723045349121 s
+[2025-02-23 15:25:13,231][__main__][INFO] - PSF shape : torch.Size([1, 270, 480, 3])
+[2025-02-23 15:25:13,232][__main__][INFO] - Results saved in /root/LenslessPiCam/outputs/2025-02-23/15-25-04
+[2025-02-23 15:27:01,557][__main__][INFO] - Epoch 0 with learning rate [0.0, 0.0]
+[2025-02-23 16:40:00,963][__main__][INFO] - loss : 0.4959559300442551
+[2025-02-23 16:41:47,803][__main__][INFO] - Epoch 1 with learning rate [8e-05, 8e-05]
+[2025-02-23 17:54:42,503][__main__][INFO] - loss : 0.40765245180328596
+[2025-02-23 17:56:29,808][__main__][INFO] - Epoch 2 with learning rate [9.975414512725057e-05, 9.975414512725057e-05]
+[2025-02-23 19:09:16,884][__main__][INFO] - loss : 0.3643883253981674
+[2025-02-23 19:11:04,340][__main__][INFO] - Epoch 3 with learning rate [9.86663298624003e-05, 9.86663298624003e-05]
+[2025-02-23 20:23:52,347][__main__][INFO] - loss : 0.34254009993374335
+[2025-02-23 20:25:39,325][__main__][INFO] - Epoch 4 with learning rate [9.672822322997305e-05, 9.672822322997305e-05]
+[2025-02-23 21:38:23,412][__main__][INFO] - loss : 0.3250786369865144
+[2025-02-23 21:40:10,478][__main__][INFO] - Epoch 5 with learning rate [9.397368756032445e-05, 9.397368756032445e-05]
+[2025-02-23 22:52:50,114][__main__][INFO] - loss : 0.3115331223482889
+[2025-02-23 22:54:37,019][__main__][INFO] - Epoch 6 with learning rate [9.045084971874738e-05, 9.045084971874738e-05]
+[2025-02-24 00:25:35,960][__main__][INFO] - loss : 0.3025004210596276
+[2025-02-24 00:29:01,146][__main__][INFO] - Epoch 7 with learning rate [8.622126023955446e-05, 8.622126023955446e-05]
+[2025-02-24 02:59:30,088][__main__][INFO] - loss : 0.29556544712434285
+[2025-02-24 03:01:17,640][__main__][INFO] - Epoch 8 with learning rate [8.135881792367686e-05, 8.135881792367686e-05]
+[2025-02-24 04:13:56,816][__main__][INFO] - loss : 0.28931260421623733
+[2025-02-24 04:15:43,719][__main__][INFO] - Epoch 9 with learning rate [7.594847868906076e-05, 7.594847868906076e-05]
+[2025-02-24 05:28:18,806][__main__][INFO] - loss : 0.28280920331925186
+[2025-02-24 05:30:05,766][__main__][INFO] - Epoch 10 with learning rate [7.008477123264848e-05, 7.008477123264848e-05]
+[2025-02-24 06:42:43,812][__main__][INFO] - loss : 0.27750242282698606
+[2025-02-24 06:44:30,621][__main__][INFO] - Epoch 11 with learning rate [6.387014543809223e-05, 6.387014543809223e-05]
+[2025-02-24 07:57:05,877][__main__][INFO] - loss : 0.2732433722068878
+[2025-02-24 07:58:53,051][__main__][INFO] - Epoch 12 with learning rate [5.74131823855921e-05, 5.74131823855921e-05]
+[2025-02-24 09:11:26,597][__main__][INFO] - loss : 0.2691389133234813
+[2025-02-24 09:13:13,439][__main__][INFO] - Epoch 13 with learning rate [5.0826697238317935e-05, 5.0826697238317935e-05]
+[2025-02-24 10:25:52,974][__main__][INFO] - loss : 0.2654041805590193
+[2025-02-24 10:27:39,903][__main__][INFO] - Epoch 14 with learning rate [4.4225768151520694e-05, 4.4225768151520694e-05]
+[2025-02-24 11:40:14,694][__main__][INFO] - loss : 0.26172614957888907
+[2025-02-24 11:42:02,454][__main__][INFO] - Epoch 15 with learning rate [3.772572564296005e-05, 3.772572564296005e-05]
+[2025-02-24 12:54:44,943][__main__][INFO] - loss : 0.25864079521844924
+[2025-02-24 12:56:31,848][__main__][INFO] - Epoch 16 with learning rate [3.144013755408895e-05, 3.144013755408895e-05]
+[2025-02-24 14:09:17,652][__main__][INFO] - loss : 0.2557783460045852
+[2025-02-24 14:11:04,544][__main__][INFO] - Epoch 17 with learning rate [2.547882480847461e-05, 2.547882480847461e-05]
+[2025-02-24 15:24:17,373][__main__][INFO] - loss : 0.2530544873202839
+[2025-02-24 15:26:04,837][__main__][INFO] - Epoch 18 with learning rate [1.9945942635848748e-05, 1.9945942635848748e-05]
+[2025-02-24 16:38:59,787][__main__][INFO] - loss : 0.25068448714166836
+[2025-02-24 16:40:46,462][__main__][INFO] - Epoch 19 with learning rate [1.4938160786375572e-05, 1.4938160786375572e-05]
+[2025-02-24 17:53:27,710][__main__][INFO] - loss : 0.24856341986234032
+[2025-02-24 17:55:14,495][__main__][INFO] - Epoch 20 with learning rate [1.0542974530180327e-05, 1.0542974530180327e-05]
+[2025-02-24 19:07:49,690][__main__][INFO] - loss : 0.24644542708992961
+[2025-02-24 19:09:36,401][__main__][INFO] - Epoch 21 with learning rate [6.837175952121306e-06, 6.837175952121306e-06]
+[2025-02-24 20:22:17,280][__main__][INFO] - loss : 0.24497214234123638
+[2025-02-24 20:24:03,136][__main__][INFO] - Epoch 22 with learning rate [3.885512251130763e-06, 3.885512251130763e-06]
+[2025-02-24 21:36:50,858][__main__][INFO] - loss : 0.2434905450046063
+[2025-02-24 21:38:37,920][__main__][INFO] - Epoch 23 with learning rate [1.7395544861325718e-06, 1.7395544861325718e-06]
+[2025-02-24 22:51:22,666][__main__][INFO] - loss : 0.24251753660043152
+[2025-02-24 22:53:09,440][__main__][INFO] - Epoch 24 with learning rate [4.367965336512403e-07, 4.367965336512403e-07]
+[2025-02-25 00:05:58,158][__main__][INFO] - loss : 0.2418268680224822
+[2025-02-25 00:07:45,046][__main__][INFO] - Train time [hour] : 32.70826695707109 h
+[2025-02-25 00:07:45,046][__main__][INFO] - Results saved in /root/LenslessPiCam/outputs/2025-02-23/15-25-04