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IEEE_3366.6_iqa/.gitignore

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+.DS_Store
+.vscode/
+cfg/__pycache__
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+*.code-workspace
+data/
+build
+workspace

IEEE_3366.6_iqa/GSCRM_template_v1.1.xlsm

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IEEE_3366.6_iqa/README.md

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+
+
+
+# prepare src data
+src data are reconstructed from colmap and INRIA 3dgs code. 
+download link: https://vepcos-1257411467.cos.ap-guangzhou.myqcloud.com/gsc/src.zip
+The data structure is as follows:
+
+```
+./data/src
+├── alley
+│   ├── cameras.bin
+│   ├── frame000.ply
+│   └── images.bin
+├── bartender
+│   ├── cameras.txt
+│   ├── frame000.ply
+│   └── images.txt
+├── bicycle
+│   ├── cameras.bin
+│   ├── frame000.ply
+│   └── images.bin
+├── breakfast
+│   ├── cameras.txt
+│   ├── frame000.ply
+│   └── images.txt
+├── cinema
+│   ├── cameras.txt
+│   ├── frame000.ply
+│   └── images.txt
+├── fruit
+│   ├── 0081.ply
+│   ├── cameras.bin
+│   └── images.bin
+├── garden
+│   ├── cameras.bin
+│   ├── frame000.ply
+│   └── images.bin
+├── photo
+│   ├── cameras.bin
+│   ├── frame000.ply
+│   └── images.bin
+├── rocket
+│   ├── cameras.bin
+│   ├── frame000.ply
+│   └── images.bin
+└── toy
+    ├── cameras.bin
+    ├── frame000.ply
+    └── images.bin
+```
+
+# install dependencies
+Follow the instructions to install dependencies of avs-pcc-pcrm, mpeg-gsc-tools, mpeg-gsc-metrics.
+Note: If these packages are not installed in ./submodules, the paths of binaries have to be modified correspondingly.
+
+
+# install gscem package
+
+## virtual env
+```
+conda create -n gscem python==3.10
+conda activate gscem
+```
+## install the package
+```
+pip install -r requirements.txt
+```
+
+
+# run experiment
+1. generate cfg for PCRM
+```
+cd cfg
+python gen_cfg.py
+```
+2. path related
+modify the path to data, cfg, and excel template in launch_tests.sh
+
+```
+# ./scripts/runner.sh \
+#     --version 0.0.1               \
+#     --quant_cfg_path /data/walle/gsc/gscem/cfg/cfg_quant.yaml      \
+#     --metrics_cfg_path /data/walle/gsc/gscem/cfg/cfg_metrics.yaml     \
+#     --data_dir /data/walle/gsc/data            \
+#     --output_dir /data/walle/gsc/data           \
+#     --template_path /data/walle/gsc/data/P3366.3_template.xlsm
+```
+3. launch tests
+```
+bash launch_tests.sh
+```

IEEE_3366.6_iqa/cfg/cfg_metrics.yaml

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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/alley/r1/decoder.cfg

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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/alley/r1/encoder.cfg

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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/alley/r2/decoder.cfg

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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/alley/r2/pcerror.cfg

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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/alley/r3/decoder.cfg

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+peakvalue: 30000
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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r1/decoder.cfg

@@ -0,0 +1,2 @@
+ascii_write_flag: 1
+color_transform_flag: 1

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r1/encoder.cfg

@@ -0,0 +1,53 @@
+ascii_write_flag: 1
+profile_id: 2
+level_id: 8
+frame_rate_code: 0
+attr_present_flag: 1
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+metrics_enable: 0
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+peakvalue: 30000

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r1/pcerror.cfg

@@ -0,0 +1,8 @@
+symmetry: 1
+cal_color: 1
+cal_reflectance: 1
+duplicate_mode: 1
+multineighbour_mode: 1
+show_hausdorff: 1
+peakvalue: 30000
+refl_output_depth: 32

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r2/decoder.cfg

@@ -0,0 +1,2 @@
+ascii_write_flag: 1
+color_transform_flag: 1

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r2/encoder.cfg

@@ -0,0 +1,53 @@
+ascii_write_flag: 1
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+metrics_enable: 0
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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r2/pcerror.cfg

@@ -0,0 +1,8 @@
+symmetry: 1
+cal_color: 1
+cal_reflectance: 1
+duplicate_mode: 1
+multineighbour_mode: 1
+show_hausdorff: 1
+peakvalue: 30000
+refl_output_depth: 32

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r3/decoder.cfg

@@ -0,0 +1,2 @@
+ascii_write_flag: 1
+color_transform_flag: 1

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r3/encoder.cfg

@@ -0,0 +1,53 @@
+ascii_write_flag: 1
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+metrics_enable: 0
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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r3/pcerror.cfg

@@ -0,0 +1,8 @@
+symmetry: 1
+cal_color: 1
+cal_reflectance: 1
+duplicate_mode: 1
+multineighbour_mode: 1
+show_hausdorff: 1
+peakvalue: 30000
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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r4/decoder.cfg

@@ -0,0 +1,2 @@
+ascii_write_flag: 1
+color_transform_flag: 1

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r4/encoder.cfg

@@ -0,0 +1,53 @@
+ascii_write_flag: 1
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+metrics_enable: 0
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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r4/pcerror.cfg

@@ -0,0 +1,8 @@
+symmetry: 1
+cal_color: 1
+cal_reflectance: 1
+duplicate_mode: 1
+multineighbour_mode: 1
+show_hausdorff: 1
+peakvalue: 30000
+refl_output_depth: 32

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r5/decoder.cfg

@@ -0,0 +1,2 @@
+ascii_write_flag: 1
+color_transform_flag: 1

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r5/encoder.cfg

@@ -0,0 +1,53 @@
+ascii_write_flag: 1
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+metrics_enable: 0
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+peakvalue: 30000

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bartender/r5/pcerror.cfg

@@ -0,0 +1,8 @@
+symmetry: 1
+cal_color: 1
+cal_reflectance: 1
+duplicate_mode: 1
+multineighbour_mode: 1
+show_hausdorff: 1
+peakvalue: 30000
+refl_output_depth: 32

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r1/decoder.cfg

@@ -0,0 +1,2 @@
+ascii_write_flag: 1
+color_transform_flag: 1

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r1/encoder.cfg

@@ -0,0 +1,53 @@
+ascii_write_flag: 1
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+metrics_enable: 0
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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r1/pcerror.cfg

@@ -0,0 +1,8 @@
+symmetry: 1
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+show_hausdorff: 1
+peakvalue: 30000
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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r2/decoder.cfg

@@ -0,0 +1,2 @@
+ascii_write_flag: 1
+color_transform_flag: 1

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r2/encoder.cfg

@@ -0,0 +1,53 @@
+ascii_write_flag: 1
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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r2/pcerror.cfg

@@ -0,0 +1,8 @@
+symmetry: 1
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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r3/decoder.cfg

@@ -0,0 +1,2 @@
+ascii_write_flag: 1
+color_transform_flag: 1

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r3/encoder.cfg

@@ -0,0 +1,53 @@
+ascii_write_flag: 1
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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r3/pcerror.cfg

@@ -0,0 +1,8 @@
+symmetry: 1
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IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r4/decoder.cfg

@@ -0,0 +1,2 @@
+ascii_write_flag: 1
+color_transform_flag: 1

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r4/encoder.cfg

@@ -0,0 +1,53 @@
+ascii_write_flag: 1
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+level_id: 8
+frame_rate_code: 0
+attr_present_flag: 1
+color_transform_flag: 1
+slice_flag: 1
+slice_point_max_numlg2: 20
+geom_quant_step: 1
+save_state_flag: 0
+lcu_dependency_flag: 0
+geom_lcu_nzlg2: 0
+geom_lcu_node_depth: 3
+geom_tree_type: 1
+geom_tree_sort_mode: 1
+geom_tree_density_low: 1e-9
+geom_tree_density_high: 1e-8
+geom_max_tree_size_log2_minus8: 3
+geom_remove_dup_flag: 0
+geom_im_qtbt_flag: 1
+geom_im_qtbt_k: 5
+geom_im_qtbt_m: 0
+occupancy_search_range_log2: 8
+geom_planar_eligible: 0
+color_quant_param: 16
+refl_quant_param: 24
+cross_comp_pred: 0
+nearest_pred_param1: 0
+nearest_pred_param2: 0
+axis_bias_minus1: 0
+refl_output_depth: 32
+refl_init_golomb_offset: 3
+chroma_qp_offset_cb: 0
+chroma_qp_offset_cr: 0
+transform: 2
+refl_max_transform_number: 2
+max_number_neighbours_log2_minus7: 0
+max_number_coefficients_log2_minus8: 9
+coeff_length_control_log2_minus8: 0
+refl_reorder_mode: 1
+refl_group_predict: 1
+pred_fixed_point_frac_bit: 30
+golomb_group_size_log2: 4
+qp_offset: 0
+multi_attr_group_id: 0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55
+metrics_enable: 0
+symmetry: 1
+cal_color: 1
+cal_reflectance: 1
+duplicate_mode: 1
+multineighbour_mode: 1
+show_hausdorff: 1
+peakvalue: 30000

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r4/pcerror.cfg

@@ -0,0 +1,8 @@
+symmetry: 1
+cal_color: 1
+cal_reflectance: 1
+duplicate_mode: 1
+multineighbour_mode: 1
+show_hausdorff: 1
+peakvalue: 30000
+refl_output_depth: 32

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r5/decoder.cfg

@@ -0,0 +1,2 @@
+ascii_write_flag: 1
+color_transform_flag: 1

IEEE_3366.6_iqa/cfg/cfg_predict_IEEE_standard/C1-losslessG-lossyA-ai/bear_crop/r5/encoder.cfg

@@ -0,0 +1,53 @@
+ascii_write_flag: 1
+profile_id: 2
+level_id: 8
+frame_rate_code: 0
+attr_present_flag: 1
+color_transform_flag: 1
+slice_flag: 1
+slice_point_max_numlg2: 20
+geom_quant_step: 1
+save_state_flag: 0
+lcu_dependency_flag: 0
+geom_lcu_nzlg2: 0
+geom_lcu_node_depth: 3
+geom_tree_type: 1
+geom_tree_sort_mode: 1
+geom_tree_density_low: 1e-9
+geom_tree_density_high: 1e-8
+geom_max_tree_size_log2_minus8: 3
+geom_remove_dup_flag: 0
+geom_im_qtbt_flag: 1
+geom_im_qtbt_k: 5
+geom_im_qtbt_m: 0
+occupancy_search_range_log2: 8
+geom_planar_eligible: 0
+color_quant_param: 8
+refl_quant_param: 16
+cross_comp_pred: 0
+nearest_pred_param1: 0
+nearest_pred_param2: 0
+axis_bias_minus1: 0
+refl_output_depth: 32
+refl_init_golomb_offset: 3
+chroma_qp_offset_cb: 0
+chroma_qp_offset_cr: 0
+transform: 2
+refl_max_transform_number: 2
+max_number_neighbours_log2_minus7: 0
+max_number_coefficients_log2_minus8: 9
+coeff_length_control_log2_minus8: 0
+refl_reorder_mode: 1
+refl_group_predict: 1
+pred_fixed_point_frac_bit: 30
+golomb_group_size_log2: 4
+qp_offset: 0
+multi_attr_group_id: 0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55
+metrics_enable: 0
+symmetry: 1
+cal_color: 1
+cal_reflectance: 1
+duplicate_mode: 1
+multineighbour_mode: 1
+show_hausdorff: 1
+peakvalue: 30000