diff --git a/README.md b/README.md
index ac88ed3..6074948 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # 4D Gaussian Splatting for Real-Time Dynamic Scene Rendering
 
-## arXiv Preprint
+## ArXiv Preprint
 
 ### [Project Page](https://guanjunwu.github.io/4dgs/index.html)| [arXiv Paper](https://arxiv.org/abs/2310.08528)
 
@@ -89,6 +89,16 @@ You can just run the following script to evaluate the model.
 ```
 python metrics.py --model_path "output/dnerf/bouncingballs/" 
 ```
+## Custom Datasets
+Install nerfstudio and follow their colmap pipeline.
+
+```
+pip install nerfstudio
+ns-process-data images --data data/your-data --output-dir data/your-ns-data
+python train.py -s data/your-ns-data --port 6017 --expname "custom" --configs arguments/hypernerf/default.py 
+
+```
+
 ## Scripts
 
 There are some helpful scripts in , please feel free to use them.
diff --git a/run.sh b/run.sh
index 95f2d2b..393152b 100644
--- a/run.sh
+++ b/run.sh
@@ -24,4 +24,7 @@
 
 # bash scripts/train_ablation.sh dnerf_tv_2_1
 
-bash scripts/train_ablation.sh dnerf_tv_2_1_nodrds
\ No newline at end of file
+bash scripts/process_dnerf.sh dnerf
+bash scripts/train_dynerf.sh dynerf
+bash scripts/train_hyper_interp.sh hypernerf
+bash scripts/train_hyper_virg.sh hypernerf
\ No newline at end of file
diff --git a/scene/dataset_readers.py b/scene/dataset_readers.py
index 718aac7..32c23bf 100644
--- a/scene/dataset_readers.py
+++ b/scene/dataset_readers.py
@@ -640,10 +640,6 @@ sceneLoadTypeCallbacks = {
     "Blender" : readNerfSyntheticInfo,
     "dynerf" : readdynerfInfo,
     "nerfies": readHyperDataInfos,  # NeRFies & HyperNeRF dataset proposed by [https://github.com/google/hypernerf/releases/tag/v0.1]
-<<<<<<< HEAD
     "PanopticSports" : readPanopticSportsinfos
 
 }
-=======
-}
->>>>>>> 6433420eb1f0463278e6800c0c604398f9245208
diff --git a/scripts/process_dnerf.sh b/scripts/process_dnerf.sh
index b204592..e417d07 100644
--- a/scripts/process_dnerf.sh
+++ b/scripts/process_dnerf.sh
@@ -2,41 +2,41 @@ exp_name1=$1
 
 
 
-export CUDA_VISIBLE_DEVICES=3&&python train.py -s data/dnerf/jumpingjacks --port 7169 --expname "$exp_name1/jumpingjacks" --configs arguments/$exp_name1/jumpingjacks.py  &
+export CUDA_VISIBLE_DEVICES=0&&python train.py -s data/dnerf/jumpingjacks --port 7169 --expname "$exp_name1/jumpingjacks" --configs arguments/$exp_name1/jumpingjacks.py  &
 export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/dnerf/trex --port 7170 --expname "$exp_name1/trex" --configs arguments/$exp_name1/trex.py 
 
 export CUDA_VISIBLE_DEVICES=2&&python render.py --model_path "output/$exp_name1/jumpingjacks/"  --skip_train --configs arguments/$exp_name1/jumpingjacks.py &
-export CUDA_VISIBLE_DEVICES=3&&python render.py --model_path "output/$exp_name1/trex/"  --skip_train --configs arguments/$exp_name1/trex.py  
+export CUDA_VISIBLE_DEVICES=0&&python render.py --model_path "output/$exp_name1/trex/"  --skip_train --configs arguments/$exp_name1/trex.py  
 wait
-export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name1/jumpingjacks/" &
+export CUDA_VISIBLE_DEVICES=0&&python metrics.py --model_path "output/$exp_name1/jumpingjacks/" &
 export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name1/trex/" 
 
 wait
 export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/dnerf/mutant --port 7168 --expname "$exp_name1/mutant" --configs arguments/$exp_name1/mutant.py &
-export CUDA_VISIBLE_DEVICES=3&&python train.py -s data/dnerf/standup --port 7166 --expname "$exp_name1/standup" --configs arguments/$exp_name1/standup.py 
+export CUDA_VISIBLE_DEVICES=0&&python train.py -s data/dnerf/standup --port 7166 --expname "$exp_name1/standup" --configs arguments/$exp_name1/standup.py 
 
 export CUDA_VISIBLE_DEVICES=2&&python render.py --model_path "output/$exp_name1/mutant/"  --skip_train --configs arguments/$exp_name1/mutant.py   &
-export CUDA_VISIBLE_DEVICES=3&&python render.py --model_path "output/$exp_name1/standup/"  --skip_train --configs arguments/$exp_name1/standup.py 
+export CUDA_VISIBLE_DEVICES=0&&python render.py --model_path "output/$exp_name1/standup/"  --skip_train --configs arguments/$exp_name1/standup.py 
 wait
-export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name1/mutant/"   &
+export CUDA_VISIBLE_DEVICES=0&&python metrics.py --model_path "output/$exp_name1/mutant/"   &
 export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name1/standup/"  
 wait
 export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/dnerf/hook --port 7369 --expname "$exp_name1/hook" --configs arguments/$exp_name1/hook.py  &
-export CUDA_VISIBLE_DEVICES=3&&python train.py -s data/dnerf/hellwarrior --port 7370 --expname "$exp_name1/hellwarrior" --configs arguments/$exp_name1/hellwarrior.py 
+export CUDA_VISIBLE_DEVICES=0&&python train.py -s data/dnerf/hellwarrior --port 7370 --expname "$exp_name1/hellwarrior" --configs arguments/$exp_name1/hellwarrior.py 
 wait
 export CUDA_VISIBLE_DEVICES=2&&python render.py --model_path "output/$exp_name1/hellwarrior/"  --skip_train --configs arguments/$exp_name1/hellwarrior.py  &
-export CUDA_VISIBLE_DEVICES=3&&python render.py --model_path "output/$exp_name1/hook/"  --skip_train --configs arguments/$exp_name1/hook.py  
+export CUDA_VISIBLE_DEVICES=0&&python render.py --model_path "output/$exp_name1/hook/"  --skip_train --configs arguments/$exp_name1/hook.py  
 wait
 export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name1/hellwarrior/"  &
-export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name1/hook/" 
+export CUDA_VISIBLE_DEVICES=0&&python metrics.py --model_path "output/$exp_name1/hook/" 
 wait
 export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/dnerf/lego --port 7168 --expname "$exp_name1/lego" --configs arguments/$exp_name1/lego.py &
-export CUDA_VISIBLE_DEVICES=3&&python train.py -s data/dnerf/bouncingballs --port 7166 --expname "$exp_name1/bouncingballs" --configs arguments/$exp_name1/bouncingballs.py 
+export CUDA_VISIBLE_DEVICES=0&&python train.py -s data/dnerf/bouncingballs --port 7166 --expname "$exp_name1/bouncingballs" --configs arguments/$exp_name1/bouncingballs.py 
 wait
 export CUDA_VISIBLE_DEVICES=2&&python render.py --model_path "output/$exp_name1/bouncingballs/"  --skip_train --configs arguments/$exp_name1/bouncingballs.py  &
-export CUDA_VISIBLE_DEVICES=3&&python render.py --model_path "output/$exp_name1/lego/"  --skip_train --configs arguments/$exp_name1/lego.py  
+export CUDA_VISIBLE_DEVICES=0&&python render.py --model_path "output/$exp_name1/lego/"  --skip_train --configs arguments/$exp_name1/lego.py  
 wait
 export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name1/bouncingballs/" &
-export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name1/lego/"   
+export CUDA_VISIBLE_DEVICES=0&&python metrics.py --model_path "output/$exp_name1/lego/"   
 wait
 echo "Done"
diff --git a/scripts/train_dynerf.sh b/scripts/train_dynerf.sh
index 69238ed..1621414 100644
--- a/scripts/train_dynerf.sh
+++ b/scripts/train_dynerf.sh
@@ -1,14 +1,14 @@
 exp_name=$1
-# export CUDA_VISIBLE_DEVICES=1&&python train.py -s data/dynerf/flame_salmon_1 --port 6468 --expname "$exp_name/flame_salmon_1" --configs arguments/$exp_name/flame_salmon_1.py &
-# export CUDA_VISIBLE_DEVICES=3&&python train.py -s data/dynerf/coffee_martini --port 6472 --expname "$exp_name/coffee_martini" --configs arguments/$exp_name/coffee_martini.py  &
-# 
-# export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/dynerf/cook_spinach --port 6436 --expname "$exp_name/cook_spinach" --configs arguments/$exp_name/cook_spinach.py &
-# wait
-# export CUDA_VISIBLE_DEVICES=3&&python train.py -s data/dynerf/cut_roasted_beef --port 6470 --expname "$exp_name/cut_roasted_beef" --configs arguments/$exp_name/cut_roasted_beef.py 
-# 
-# export CUDA_VISIBLE_DEVICES=1&&python train.py -s data/dynerf/flame_steak      --port 6471 --expname "$exp_name/flame_steak" --configs arguments/$exp_name/flame_steak.py &
-# export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/dynerf/sear_steak       --port 6569 --expname "$exp_name/sear_steak" --configs arguments/$exp_name/sear_steak.py  
+export CUDA_VISIBLE_DEVICES=1&&python train.py -s data/dynerf/flame_salmon_1 --port 6468 --expname "$exp_name/flame_salmon_1" --configs arguments/$exp_name/flame_salmon_1.py &
+export CUDA_VISIBLE_DEVICES=3&&python train.py -s data/dynerf/coffee_martini --port 6472 --expname "$exp_name/coffee_martini" --configs arguments/$exp_name/coffee_martini.py  &
+wait
+export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/dynerf/cook_spinach --port 6436 --expname "$exp_name/cook_spinach" --configs arguments/$exp_name/cook_spinach.py &
 # wait
+export CUDA_VISIBLE_DEVICES=3&&python train.py -s data/dynerf/cut_roasted_beef --port 6470 --expname "$exp_name/cut_roasted_beef" --configs arguments/$exp_name/cut_roasted_beef.py 
+wait 
+export CUDA_VISIBLE_DEVICES=1&&python train.py -s data/dynerf/flame_steak      --port 6471 --expname "$exp_name/flame_steak" --configs arguments/$exp_name/flame_steak.py &
+export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/dynerf/sear_steak       --port 6569 --expname "$exp_name/sear_steak" --configs arguments/$exp_name/sear_steak.py  
+wait
 
 export CUDA_VISIBLE_DEVICES=2&&python render.py --model_path output/$exp_name/cut_roasted_beef --configs arguments/$exp_name/cut_roasted_beef.py --skip_train &
 export CUDA_VISIBLE_DEVICES=3&&python render.py --model_path output/$exp_name/sear_steak --configs arguments/$exp_name/sear_steak.py --skip_train 
@@ -19,12 +19,12 @@ wait
 export CUDA_VISIBLE_DEVICES=2&&python render.py --model_path output/$exp_name/cook_spinach  --configs arguments/$exp_name/cook_spinach.py --skip_train  &
 export CUDA_VISIBLE_DEVICES=3&&python render.py --model_path output/$exp_name/coffee_martini --configs arguments/$exp_name/coffee_martini.py --skip_train &
 wait
-# export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name/cut_roasted_beef/"  &
-# export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name/cook_spinach/" 
-# wait
-# export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name/sear_steak/" &
-# export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name/flame_salmon_1/"  
-# wait
-# export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name/flame_steak/" &
-# export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name/coffee_martini/" 
+export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name/cut_roasted_beef/"  &
+export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name/cook_spinach/" 
+wait
+export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name/sear_steak/" &
+export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name/flame_salmon_1/"  
+wait
+export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name/flame_steak/" &
+export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name/coffee_martini/" 
 echo "Done"
\ No newline at end of file
diff --git a/scripts/train_hyper_interp.sh b/scripts/train_hyper_interp.sh
index 20a8d43..70daa09 100644
--- a/scripts/train_hyper_interp.sh
+++ b/scripts/train_hyper_interp.sh
@@ -1,27 +1,27 @@
 exp_name=$1
-export CUDA_VISIBLE_DEVICES=3&&python train.py -s data/hypernerf/interp/aleks-teapot --port 6568 --expname "$exp_name/interp/aleks-teapot" --configs arguments/$exp_name/default.py &
+export CUDA_VISIBLE_DEVICES=0&&python train.py -s data/hypernerf/interp/aleks-teapot --port 6568 --expname "$exp_name/interp/aleks-teapot" --configs arguments/$exp_name/default.py &
 export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/hypernerf/interp/slice-banana --port 6566 --expname "$exp_name/interp/slice-banana" --configs arguments/$exp_name/default.py &
 export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/hypernerf/interp/chickchicken --port 6569 --expname "$exp_name/interp/interp-chicken" --configs arguments/$exp_name/default.py & 
 
 wait
-export CUDA_VISIBLE_DEVICES=3&&python train.py -s data/hypernerf/interp/cut-lemon1 --port 6670 --expname $exp_name/interp/cut-lemon1 --configs arguments/$exp_name/default.py &
-export CUDA_VISIBLE_DEVICES=3&&python train.py -s data/hypernerf/interp/hand1-dense-v2 --port 6671 --expname $exp_name/interp/hand1-dense-v2 --configs arguments/$exp_name/default.py &
+export CUDA_VISIBLE_DEVICES=0&&python train.py -s data/hypernerf/interp/cut-lemon1 --port 6670 --expname $exp_name/interp/cut-lemon1 --configs arguments/$exp_name/default.py &
+export CUDA_VISIBLE_DEVICES=0&&python train.py -s data/hypernerf/interp/hand1-dense-v2 --port 6671 --expname $exp_name/interp/hand1-dense-v2 --configs arguments/$exp_name/default.py &
 export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/hypernerf/interp/torchocolate --port 6672 --expname $exp_name/interp/torchocolate --configs arguments/$exp_name/default.py &
 wait
 export CUDA_VISIBLE_DEVICES=0&&python render.py --model_path output/$exp_name/interp/aleks-teapot --configs arguments/$exp_name/default.py --skip_train &
 export CUDA_VISIBLE_DEVICES=2&&python render.py --model_path output/$exp_name/interp/slice-banana  --configs arguments/$exp_name/default.py --skip_train &
-export CUDA_VISIBLE_DEVICES=3&&python render.py --model_path output/$exp_name/interp/interp-chicken --configs arguments/$exp_name/default.py --skip_train &
+export CUDA_VISIBLE_DEVICES=0&&python render.py --model_path output/$exp_name/interp/interp-chicken --configs arguments/$exp_name/default.py --skip_train &
 wait
 export CUDA_VISIBLE_DEVICES=0&&python render.py --model_path output/$exp_name/interp/cut-lemon1  --configs arguments/$exp_name/default.py --skip_train &
 export CUDA_VISIBLE_DEVICES=2&&python render.py --model_path output/$exp_name/interp/hand1-dense-v2  --configs arguments/$exp_name/default.py --skip_train&
-export CUDA_VISIBLE_DEVICES=3&&python render.py --model_path output/$exp_name/interp/torchocolate --configs arguments/$exp_name/default.py --skip_train &
+export CUDA_VISIBLE_DEVICES=0&&python render.py --model_path output/$exp_name/interp/torchocolate --configs arguments/$exp_name/default.py --skip_train &
 
 wait
 export CUDA_VISIBLE_DEVICES=0&&python metrics.py --model_path "output/$exp_name/interp/aleks-teapot/"  &
 export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name/interp/slice-banana/" &
-export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name/interp/interp-chicken/" 
+export CUDA_VISIBLE_DEVICES=0&&python metrics.py --model_path "output/$exp_name/interp/interp-chicken/" 
 export CUDA_VISIBLE_DEVICES=0&&python metrics.py --model_path "output/$exp_name/interp/cut-lemon1/" &
 export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name/interp/hand1-dense-v2/" &
-export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name/interp/torchocolate/" 
+export CUDA_VISIBLE_DEVICES=0&&python metrics.py --model_path "output/$exp_name/interp/torchocolate/" 
 wait
 echo "Done"
\ No newline at end of file
diff --git a/scripts/train_hyper_virg.sh b/scripts/train_hyper_virg.sh
index cb7b209..4075d9c 100644
--- a/scripts/train_hyper_virg.sh
+++ b/scripts/train_hyper_virg.sh
@@ -1,17 +1,17 @@
 exp_name=$1
 export CUDA_VISIBLE_DEVICES=0&&python train.py -s data/hypernerf/virg/broom2 --port 6068 --expname "$exp_name/broom2" --configs arguments/$exp_name/broom2.py &
-export CUDA_VISIBLE_DEVICES=1&&python train.py -s data/hypernerf/virg/vrig-3dprinter --port 6066 --expname "$exp_name/3dprinter" --configs arguments/$exp_name/3dprinter.py &
+export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/hypernerf/virg/vrig-3dprinter --port 6066 --expname "$exp_name/3dprinter" --configs arguments/$exp_name/3dprinter.py &
 export CUDA_VISIBLE_DEVICES=2&&python train.py -s data/hypernerf/virg/peel-banana --port 6069 --expname "$exp_name/peel-banana" --configs arguments/$exp_name/banana.py  &
-export CUDA_VISIBLE_DEVICES=3&&python train.py -s data/hypernerf/virg/vrig-chicken --port 6070 --expname "$exp_name/vrig-chicken" --configs arguments/$exp_name/chicken.py 
+export CUDA_VISIBLE_DEVICES=0&&python train.py -s data/hypernerf/virg/vrig-chicken --port 6070 --expname "$exp_name/vrig-chicken" --configs arguments/$exp_name/chicken.py 
 wait
 export CUDA_VISIBLE_DEVICES=0&&python render.py --model_path output/$exp_name/broom2 --configs arguments/$exp_name/broom2.py --skip_train  --skip_test &
-export CUDA_VISIBLE_DEVICES=1&&python render.py --model_path output/$exp_name/3dprinter  --configs arguments/$exp_name/3dprinter.py --skip_train  --skip_test &
+export CUDA_VISIBLE_DEVICES=2&&python render.py --model_path output/$exp_name/3dprinter  --configs arguments/$exp_name/3dprinter.py --skip_train  --skip_test &
 export CUDA_VISIBLE_DEVICES=2&&python render.py --model_path output/$exp_name/peel-banana --configs arguments/$exp_name/banana.py --skip_train --skip_test &
-export CUDA_VISIBLE_DEVICES=3&&python render.py --model_path output/$exp_name/vrig-chicken  --configs arguments/$exp_name/chicken.py --skip_train --skip_test &
+export CUDA_VISIBLE_DEVICES=0&&python render.py --model_path output/$exp_name/vrig-chicken  --configs arguments/$exp_name/chicken.py --skip_train --skip_test &
 wait
 export CUDA_VISIBLE_DEVICES=0&&python metrics.py --model_path "output/$exp_name/broom2/"  &
-export CUDA_VISIBLE_DEVICES=1&&python metrics.py --model_path "output/$exp_name/3dprinter/" &
+export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name/3dprinter/" &
 export CUDA_VISIBLE_DEVICES=2&&python metrics.py --model_path "output/$exp_name/peel-banana/" &
-export CUDA_VISIBLE_DEVICES=3&&python metrics.py --model_path "output/$exp_name/vrig-chicken/" &
+export CUDA_VISIBLE_DEVICES=0&&python metrics.py --model_path "output/$exp_name/vrig-chicken/" &
 wait
 echo "Done"
\ No newline at end of file