diff --git a/experiments.md b/experiments.md
index 9c5ee8a26..652b78597 100755
--- a/experiments.md
+++ b/experiments.md
@@ -12,7 +12,7 @@ Train:
 ```
 export SCENE=lab_downstairs_ns
 
-ns-train hdr-nerfacto --data data/$SCENE --pipeline.datamanager.train-num-images-to-sample-from 400 --pipeline.datamanager.eval-num-images-to-sample-from 30
+ns-train hdr-nerfacto --data data/$SCENE --pipeline.datamanager.train-num-images-to-sample-from 1800
 ```
 
 Eval (GT+normal):
@@ -102,3 +102,47 @@ ns-eval --load-config outputs/$SCENE/$MODEL_NAME/config.yml --output-path ablati
 export SCENE=lab_downstairs_ns ; \
 export MODEL_NAME=hdr-nerfacto-wo-crf-clip-bf-acc/2024-05-14_200611 ; \
 ns-eval --load-config outputs/$SCENE/$MODEL_NAME/config.yml --output-path ablations_out/$SCENE/$MODEL_NAME/output.json --render-output-path ablations_out/$SCENE/$MODEL_NAME
+
+### Models trained for 60K steps
+
+outputs/lab_downstairs_ns/hdr-nerfacto/2024-05-18_012547/config.yml
+outputs/meeting_room_ns/hdr-nerfacto/2024-05-18_020406/config.yml
+
+fast_exp=0.01
+export SCENE=lab_downstairs_ns ; \
+export MODEL_NAME=hdr-nerfacto/2024-05-18_012547 ; \
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_well --output-format images --image-format png --rendered-output-names rgb ; \
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_fast --output-format images --image-format png --rendered-output-names rgb_fast ; \
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_hdr --output-format images --image-format exr --rendered-output-names rgb_hdr
+
+export SCENE=meeting_room_ns ; \
+export MODEL_NAME=hdr-nerfacto/2024-05-18_020406 ; \
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_well --output-format images --image-format png --rendered-output-names rgb ; \
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_fast --output-format images --image-format png --rendered-output-names rgb_fast ; \
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_hdr --output-format images --image-format exr --rendered-output-names rgb_hdr
+
+fast_exp=0.004
+export SCENE=my_apartment_ns ; \
+export MODEL_NAME=hdr-nerfacto/2024-05-18_133026 ; \
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_well --output-format images --image-format png --rendered-output-names rgb ; \
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_fast --output-format images --image-format png --rendered-output-names rgb_fast ; \
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_hdr --output-format images --image-format exr --rendered-output-names rgb_hdr
+
+fast_exp=0.004
+export SCENE=LVSN_LAB_OpenSFM
+export MODEL_NAME=hdr-nerfacto/2024-05-18_143132
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_well --output-format images --image-format png --rendered-output-names rgb ; \
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_fast --output-format images --image-format png --rendered-output-names rgb_fast ; \
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_hdr --output-format images --image-format exr --rendered-output-names rgb_hdr
+
+
+### Ablations 60K
+
+
+export SCENE=lab_downstairs_ns ; \
+export MODEL_NAME=hdr-nerfacto-wo-crf/2024-05-18_171020
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_hdr --output-format images --image-format exr --rendered-output-names rgb_hdr
+
+export SCENE=lab_downstairs_ns ; \
+export MODEL_NAME=hdr-nerfacto-wo-crf-clip-bf-acc/2024-05-18_174929
+ns-render camera-path --load-config outputs/$SCENE/$MODEL_NAME/config.yml --camera-path-filename data/$SCENE/GT_transforms.json --output-path renders/$SCENE/${MODEL_NAME}_hdr --output-format images --image-format exr --rendered-output-names rgb_hdr