diff --git a/parameters_combinations/param_combinations_chairs.txt b/parameters_combinations/param_combinations_chairs.txt
index 27b23f7d0c84145570d6ce09095e23126e339634..0c6fe84ca55d9a216805065748e00df160533f50 100644
--- a/parameters_combinations/param_combinations_chairs.txt
+++ b/parameters_combinations/param_combinations_chairs.txt
@@ -1,16 +1,15 @@
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=30 --lr=1e-4 --experiment-name=VAE_bs_64_ls_30 --gpu-devices 0 1
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=40 --lr=1e-4 --experiment-name=VAE_bs_64_ls_40 --gpu-devices 0 1
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=50 --lr=1e-4 --experiment-name=VAE_bs_64_ls_50 --gpu-devices 0 1
---batch-size=256 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --is-beta-VAE=True --beta=4 --lr=1e-4 --experiment-name=beta_VAE_bs_256 --gpu-devices 0 1
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --is-beta-VAE=True --beta=4 --lr=1e-4 --experiment-name=beta_VAE_bs_64 --gpu-devices 0 1
---batch-size=256 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --lr=1e-4 --experiment-name=VAE_bs_256 --gpu-devices 0 1
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --lr=1e-4 --experiment-name=VAE_bs_64 --gpu-devices 0 1
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=15 --is-beta-VAE=True --beta=4 --lr=1e-4 --gpu-devices 0 1 --experiment-name=beta_VAE_bs_64_ls_15
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=20 --is-beta-VAE=True --beta=4 --lr=1e-4 --gpu-devices 0 1 --experiment-name=beta_VAE_bs_64_ls_20
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=5 --is-beta-VAE=True --beta=4 --lr=1e-4 --gpu-devices 0 1 --experiment-name=beta_VAE_bs_64_ls_5
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=5 --lr=1e-4 --gpu-devices 0 1 --experiment-name=VAE_bs_64_ls_5
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=15 --lr=1e-4 --gpu-devices 0 1 --experiment-name=VAE_bs_64_ls_15
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=20 --lr=1e-4 --gpu-devices 0 1 --experiment-name=VAE_bs_64_ls_20
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --lr=5e-4 --gpu-devices 0 1 --experiment-name=VAE_bs_64_ls_10_lr_5e_4
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --lr=1e-3 --gpu-devices 0 1 --experiment-name=VAE_bs_64_ls_10_lr_1e_3
---batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --lr=1e-4 --experiment-name=VAE_bs_64_conv_64_64_128_128 --gpu-devices 0 1 --nb-filter-conv1=64 --nb-filter-conv2=64 --nb-filter-conv3=128 --nb-filter-conv4=128
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=30 --lr=1e-5 --experiment-name=VAE_bs_64_ls_30 --gpu-devices 0 1 --load-model-checkpoint=True
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=40 --lr=1e-5 --experiment-name=VAE_bs_64_ls_40 --gpu-devices 0 1 --load-model-checkpoint=True
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=50 --lr=1e-5 --experiment-name=VAE_bs_64_ls_50 --gpu-devices 0 1 --load-model-checkpoint=True
+--batch-size=256 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --is-beta-VAE=True --beta=4 --lr=1e-5 --experiment-name=beta_VAE_bs_256 --gpu-devices 0 1 --load-model-checkpoint=True
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --is-beta-VAE=True --beta=4 --lr=1e-5 --experiment-name=beta_VAE_bs_64 --gpu-devices 0 1 --load-model-checkpoint=True
+--batch-size=256 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --lr=1e-5 --experiment-name=VAE_bs_256 --gpu-devices 0 1 --load-model-checkpoint=True
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --lr=1e-5 --experiment-name=VAE_bs_64 --gpu-devices 0 1 --load-model-checkpoint=True
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=15 --is-beta-VAE=True --beta=4 --lr=1e-5 --gpu-devices 0 1 --experiment-name=beta_VAE_bs_64_ls_15 --load-model-checkpoint=True
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=20 --is-beta-VAE=True --beta=4 --lr=1e-5 --gpu-devices 0 1 --experiment-name=beta_VAE_bs_64_ls_20 --load-model-checkpoint=True
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=5 --is-beta-VAE=True --beta=4 --lr=1e-5 --gpu-devices 0 1 --experiment-name=beta_VAE_bs_64_ls_5 --load-model-checkpoint=True
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=5 --lr=1e-5 --gpu-devices 0 1 --experiment-name=VAE_bs_64_ls_5 --load-model-checkpoint=True
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=15 --lr=1e-5 --gpu-devices 0 1 --experiment-name=VAE_bs_64_ls_15 --load-model-checkpoint=True
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=20 --lr=1e-5 --gpu-devices 0 1 --experiment-name=VAE_bs_64_ls_20 --load-model-checkpoint=True
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --lr=5e-5 --gpu-devices 0 1 --experiment-name=VAE_bs_64_ls_10_lr_5e_4 --load-model-checkpoint=True
+--batch-size=64 --dataset=rendered_chairs --epochs=400 --latent_spec_cont=10 --lr=1e-5 --experiment-name=VAE_bs_64_conv_64_64_128_128 --gpu-devices 0 1 --nb-filter-conv1=64 --nb-filter-conv2=64 --nb-filter-conv3=128 --nb-filter-conv4=128 --load-model-checkpoint=True
\ No newline at end of file
diff --git a/reconstruction_im/charis_VAE_bs_256.png b/reconstruction_im/charis_VAE_bs_256.png
index 26d33274ee8245777e8126d6c61e64b4e1bc08cc..3c524a842f3a5a8f7de7c512c38659b41a0bd616 100644
Binary files a/reconstruction_im/charis_VAE_bs_256.png and b/reconstruction_im/charis_VAE_bs_256.png differ
diff --git a/reconstruction_im/charis_VAE_bs_64.png b/reconstruction_im/charis_VAE_bs_64.png
index cf1e1c2900cfc10443a9fe34e08090a7300a40cd..55907c9bc0ac71550b5804c7192fc99f28ce1ef1 100644
Binary files a/reconstruction_im/charis_VAE_bs_64.png and b/reconstruction_im/charis_VAE_bs_64.png differ
diff --git a/reconstruction_im/charis_VAE_bs_64_conv_64_64_128_128.png b/reconstruction_im/charis_VAE_bs_64_conv_64_64_128_128.png
index 9d7f6bd1c14a7d5c69ea18a12b4cc7babf83daf9..f4aca0743a92226f18c60880179677356a470b87 100644
Binary files a/reconstruction_im/charis_VAE_bs_64_conv_64_64_128_128.png and b/reconstruction_im/charis_VAE_bs_64_conv_64_64_128_128.png differ
diff --git a/reconstruction_im/charis_VAE_bs_64_ls_10_lr_1e_3.png b/reconstruction_im/charis_VAE_bs_64_ls_10_lr_1e_3.png
index 46cba6316a85857ae39df116dfe7c14164458094..fe09927c2f683997db65d59c027aa0e3cbee01af 100644
Binary files a/reconstruction_im/charis_VAE_bs_64_ls_10_lr_1e_3.png and b/reconstruction_im/charis_VAE_bs_64_ls_10_lr_1e_3.png differ
diff --git a/reconstruction_im/charis_VAE_bs_64_ls_10_lr_5e_4.png b/reconstruction_im/charis_VAE_bs_64_ls_10_lr_5e_4.png
index 48b3175c0710c217c4d7717aa1fa958540218e55..c43a11b3b7205244acf65ee34ebd6728a2d2a5a4 100644
Binary files a/reconstruction_im/charis_VAE_bs_64_ls_10_lr_5e_4.png and b/reconstruction_im/charis_VAE_bs_64_ls_10_lr_5e_4.png differ
diff --git a/reconstruction_im/charis_VAE_bs_64_ls_15.png b/reconstruction_im/charis_VAE_bs_64_ls_15.png
index d40ff284bdadf54fb406f8e63e9da9941c5588e5..44d08dbb2a5f1c95c4de5ad3dcd3da35055e01b0 100644
Binary files a/reconstruction_im/charis_VAE_bs_64_ls_15.png and b/reconstruction_im/charis_VAE_bs_64_ls_15.png differ
diff --git a/reconstruction_im/charis_VAE_bs_64_ls_20.png b/reconstruction_im/charis_VAE_bs_64_ls_20.png
index 1cfc6aabf92566f8d0b14241c407b097416c2c8c..ee8e1398fa906382dad9695ba5814c3efb23a28f 100644
Binary files a/reconstruction_im/charis_VAE_bs_64_ls_20.png and b/reconstruction_im/charis_VAE_bs_64_ls_20.png differ
diff --git a/reconstruction_im/charis_VAE_bs_64_ls_30.png b/reconstruction_im/charis_VAE_bs_64_ls_30.png
index 72ca3ac8195465b39539f6ea730ed12fb83e0808..88b938b0212ee4d72136b85d4f47ebd832b367fb 100644
Binary files a/reconstruction_im/charis_VAE_bs_64_ls_30.png and b/reconstruction_im/charis_VAE_bs_64_ls_30.png differ
diff --git a/reconstruction_im/charis_VAE_bs_64_ls_40.png b/reconstruction_im/charis_VAE_bs_64_ls_40.png
index 0d32882024379b8e7101a2b9ebf55a248fcf36c5..1b64d9cc76109b9969828e3ea4384f0e5280753d 100644
Binary files a/reconstruction_im/charis_VAE_bs_64_ls_40.png and b/reconstruction_im/charis_VAE_bs_64_ls_40.png differ
diff --git a/reconstruction_im/charis_VAE_bs_64_ls_5.png b/reconstruction_im/charis_VAE_bs_64_ls_5.png
index ac9a3c78a653a62075d592d874424c6b4dd04be3..e8a1667140c652e937a5b876282b6e9da4b98d2d 100644
Binary files a/reconstruction_im/charis_VAE_bs_64_ls_5.png and b/reconstruction_im/charis_VAE_bs_64_ls_5.png differ
diff --git a/reconstruction_im/charis_VAE_bs_64_ls_50.png b/reconstruction_im/charis_VAE_bs_64_ls_50.png
index afd385eabda4b5ed37618a1e2d0f95b1b15794ab..9eed9a7b91180ee8ba245261d4cc5dd73b97d9fd 100644
Binary files a/reconstruction_im/charis_VAE_bs_64_ls_50.png and b/reconstruction_im/charis_VAE_bs_64_ls_50.png differ
diff --git a/reconstruction_im/charis_beta_VAE_bs_256.png b/reconstruction_im/charis_beta_VAE_bs_256.png
index 8cf93dfae0e85ed5200a6d9c176741d5fa1f768d..4ed52eab01c094f74cc42ae68362e929e60cc8c8 100644
Binary files a/reconstruction_im/charis_beta_VAE_bs_256.png and b/reconstruction_im/charis_beta_VAE_bs_256.png differ
diff --git a/reconstruction_im/charis_beta_VAE_bs_64.png b/reconstruction_im/charis_beta_VAE_bs_64.png
index eb6e0476c976e1ba5754238c2567328d5fa7783a..396ddad009dfcf85f148e198f96cd9edb23a0fc6 100644
Binary files a/reconstruction_im/charis_beta_VAE_bs_64.png and b/reconstruction_im/charis_beta_VAE_bs_64.png differ
diff --git a/reconstruction_im/charis_beta_VAE_bs_64_ls_15.png b/reconstruction_im/charis_beta_VAE_bs_64_ls_15.png
index f6f00f249653d4b5801710a66fa56bee71302cdc..dcd29b3573ece5faeaa9ba30d8dc07085e6fed60 100644
Binary files a/reconstruction_im/charis_beta_VAE_bs_64_ls_15.png and b/reconstruction_im/charis_beta_VAE_bs_64_ls_15.png differ
diff --git a/reconstruction_im/charis_beta_VAE_bs_64_ls_20.png b/reconstruction_im/charis_beta_VAE_bs_64_ls_20.png
index 16e3a7bca0270c17c99d07cab0be73216df348e3..c65aa589a7de404b26153b7ffb2a006a932a1214 100644
Binary files a/reconstruction_im/charis_beta_VAE_bs_64_ls_20.png and b/reconstruction_im/charis_beta_VAE_bs_64_ls_20.png differ
diff --git a/reconstruction_im/charis_beta_VAE_bs_64_ls_5.png b/reconstruction_im/charis_beta_VAE_bs_64_ls_5.png
index c38f68dbd9fdb257fe8329175ac6b89ea9a203fd..ffc3ff29ff43a74fd142a7428fa31f3f49e4749d 100644
Binary files a/reconstruction_im/charis_beta_VAE_bs_64_ls_5.png and b/reconstruction_im/charis_beta_VAE_bs_64_ls_5.png differ