├── LICENSE ├── PU ├── README.md ├── __init__.py ├── __pycache__ │ ├── evaluate.cpython-37.pyc │ ├── test.cpython-37.pyc │ └── utils.cpython-37.pyc ├── configs │ └── spd_pu.yaml ├── dataset │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── dataloader.cpython-37.pyc │ │ └── point_operation.cpython-37.pyc │ ├── dataloader.py │ └── point_operation.py ├── evaluate.py ├── test.py ├── train.py └── utils.py ├── README.md ├── completion ├── README.md ├── __init__.py ├── __pycache__ │ └── test.cpython-37.pyc ├── category_files │ ├── Completion3D.json │ ├── ShapeNet-34 │ │ ├── test.txt │ │ └── train.txt │ ├── ShapeNet-Unseen21 │ │ └── test.txt │ ├── ShapeNet.json │ └── shapenet_synset_dict.json ├── configs │ ├── c3d_cd2.yaml │ ├── pcn_cd1.yaml │ ├── pcn_emd.yaml │ ├── shapenet-unseen21.yaml │ ├── shapenet34.yaml │ └── shapenet55.yaml ├── core │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ └── builder.cpython-37.pyc │ ├── builder.py │ └── datasets │ │ ├── __pycache__ │ │ ├── c3d.cpython-37.pyc │ │ ├── dataset.cpython-37.pyc │ │ ├── pcn.cpython-37.pyc │ │ ├── shapenet55.cpython-37.pyc │ │ └── utils.cpython-37.pyc │ │ ├── c3d.py │ │ ├── dataset.py │ │ ├── pcn.py │ │ ├── shapenet55.py │ │ └── utils.py ├── test.py ├── train.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── average_meter.cpython-37.pyc │ ├── helpers.cpython-37.pyc │ ├── loss_util.cpython-37.pyc │ ├── metrics.cpython-37.pyc │ ├── misc.cpython-37.pyc │ ├── schedular.cpython-37.pyc │ ├── scheduler.cpython-37.pyc │ └── yaml_reader.cpython-37.pyc │ ├── average_meter.py │ ├── helpers.py │ ├── loss_util.py │ ├── misc.py │ ├── schedular.py │ ├── scheduler.py │ └── yaml_reader.py ├── generation ├── README.md ├── __init__.py ├── __pycache__ │ └── __init__.cpython-37.pyc ├── evaluation │ ├── .gitignore │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ └── evaluation_metrics.cpython-37.pyc │ └── evaluation_metrics.py ├── test_ae.py ├── test_gen.py ├── train_ae.py ├── train_gen.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── data.cpython-37.pyc │ ├── dataset.cpython-37.pyc │ ├── loss_util.cpython-37.pyc │ ├── misc.cpython-37.pyc │ └── transform.cpython-37.pyc │ ├── data.py │ ├── dataset.py │ ├── misc.py │ └── transform.py ├── loss_functions ├── Chamfer3D │ ├── __pycache__ │ │ └── dist_chamfer_3D.cpython-37.pyc │ ├── chamfer3D.cu │ ├── chamfer_cuda.cpp │ ├── dist_chamfer_3D.py │ └── setup.py ├── __init__.py ├── __pycache__ │ └── __init__.cpython-37.pyc └── emd │ ├── CDEMD.png │ ├── README.md │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-37.pyc │ └── emd_module.cpython-37.pyc │ ├── emd.cpp │ ├── emd_cuda.cu │ ├── emd_module.py │ └── setup.py ├── models ├── SPD.py ├── __init__.py ├── __pycache__ │ ├── SPD.cpython-37.pyc │ ├── __init__.cpython-37.pyc │ ├── model_ae.cpython-37.pyc │ ├── model_completion.cpython-37.pyc │ ├── model_pu.cpython-37.pyc │ ├── model_svr.cpython-37.pyc │ ├── model_vae.cpython-37.pyc │ ├── skip_transformer.cpython-37.pyc │ └── utils.cpython-37.pyc ├── model_ae.py ├── model_completion.py ├── model_pu.py ├── model_svr.py ├── model_vae.py ├── pointnet2_ops_lib │ ├── pointnet2_ops │ │ ├── __init__.py │ │ ├── _ext-src │ │ │ ├── include │ │ │ │ ├── ball_query.h │ │ │ │ ├── cuda_utils.h │ │ │ │ ├── group_points.h │ │ │ │ ├── interpolate.h │ │ │ │ ├── sampling.h │ │ │ │ └── utils.h │ │ │ └── src │ │ │ │ ├── ball_query.cpp │ │ │ │ ├── ball_query_gpu.cu │ │ │ │ ├── bindings.cpp │ │ │ │ ├── group_points.cpp │ │ │ │ ├── group_points_gpu.cu │ │ │ │ ├── interpolate.cpp │ │ │ │ ├── interpolate_gpu.cu │ │ │ │ ├── sampling.cpp │ │ │ │ └── sampling_gpu.cu │ │ ├── _version.py │ │ ├── pointnet2_modules.py │ │ └── pointnet2_utils.py │ └── setup.py ├── skip_transformer.py └── utils.py ├── pics ├── SPD.png ├── completion.png ├── generation.png ├── pu.png ├── snowflake.png └── svr.png ├── requirements.txt ├── svr ├── README.md ├── __init__.py ├── balls │ ├── 1024.xyz │ └── 2048.xyz ├── cfgs │ └── SVR.yaml ├── dataset_svr │ ├── __pycache__ │ │ ├── dataset_shapenet.cpython-37.pyc │ │ ├── pointcloud_processor.cpython-37.pyc │ │ └── trainer_dataset.cpython-37.pyc │ ├── augmenter.py │ ├── dataset_shapenet.py │ ├── mesh_processor.py │ ├── pointcloud_processor.py │ ├── taxonomy.json │ └── trainer_dataset.py ├── train_svr.py ├── utils │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── model_utils.cpython-37.pyc │ │ └── train_utils.cpython-37.pyc │ ├── model_utils.py │ └── train_utils.py └── val_svr.py └── visualization ├── README.md ├── __init__.py └── vis_splitting.py /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/LICENSE -------------------------------------------------------------------------------- /PU/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/README.md -------------------------------------------------------------------------------- /PU/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /PU/__pycache__/evaluate.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/__pycache__/evaluate.cpython-37.pyc -------------------------------------------------------------------------------- /PU/__pycache__/test.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/__pycache__/test.cpython-37.pyc -------------------------------------------------------------------------------- /PU/__pycache__/utils.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/__pycache__/utils.cpython-37.pyc -------------------------------------------------------------------------------- /PU/configs/spd_pu.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/configs/spd_pu.yaml -------------------------------------------------------------------------------- /PU/dataset/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /PU/dataset/__pycache__/__init__.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/dataset/__pycache__/__init__.cpython-37.pyc -------------------------------------------------------------------------------- /PU/dataset/__pycache__/dataloader.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/dataset/__pycache__/dataloader.cpython-37.pyc -------------------------------------------------------------------------------- /PU/dataset/__pycache__/point_operation.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/dataset/__pycache__/point_operation.cpython-37.pyc -------------------------------------------------------------------------------- /PU/dataset/dataloader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/dataset/dataloader.py -------------------------------------------------------------------------------- /PU/dataset/point_operation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/dataset/point_operation.py -------------------------------------------------------------------------------- /PU/evaluate.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/evaluate.py -------------------------------------------------------------------------------- /PU/test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/test.py -------------------------------------------------------------------------------- /PU/train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/train.py -------------------------------------------------------------------------------- /PU/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/PU/utils.py -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/README.md -------------------------------------------------------------------------------- /completion/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/README.md -------------------------------------------------------------------------------- /completion/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /completion/__pycache__/test.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/__pycache__/test.cpython-37.pyc -------------------------------------------------------------------------------- /completion/category_files/Completion3D.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/category_files/Completion3D.json -------------------------------------------------------------------------------- /completion/category_files/ShapeNet-34/test.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/category_files/ShapeNet-34/test.txt -------------------------------------------------------------------------------- /completion/category_files/ShapeNet-34/train.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/category_files/ShapeNet-34/train.txt -------------------------------------------------------------------------------- /completion/category_files/ShapeNet-Unseen21/test.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/category_files/ShapeNet-Unseen21/test.txt -------------------------------------------------------------------------------- /completion/category_files/ShapeNet.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/category_files/ShapeNet.json -------------------------------------------------------------------------------- /completion/category_files/shapenet_synset_dict.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/category_files/shapenet_synset_dict.json -------------------------------------------------------------------------------- /completion/configs/c3d_cd2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/configs/c3d_cd2.yaml -------------------------------------------------------------------------------- /completion/configs/pcn_cd1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/configs/pcn_cd1.yaml -------------------------------------------------------------------------------- /completion/configs/pcn_emd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/configs/pcn_emd.yaml -------------------------------------------------------------------------------- /completion/configs/shapenet-unseen21.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/configs/shapenet-unseen21.yaml -------------------------------------------------------------------------------- /completion/configs/shapenet34.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/configs/shapenet34.yaml -------------------------------------------------------------------------------- /completion/configs/shapenet55.yaml: -------------------------------------------------------------------------------- 1 | dataset: 2 | name: ShapeNet-34 3 | pc_path: -------------------------------------------------------------------------------- /completion/core/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /completion/core/__pycache__/__init__.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/__pycache__/__init__.cpython-37.pyc -------------------------------------------------------------------------------- /completion/core/__pycache__/builder.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/__pycache__/builder.cpython-37.pyc -------------------------------------------------------------------------------- /completion/core/builder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/builder.py -------------------------------------------------------------------------------- /completion/core/datasets/__pycache__/c3d.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/datasets/__pycache__/c3d.cpython-37.pyc -------------------------------------------------------------------------------- /completion/core/datasets/__pycache__/dataset.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/datasets/__pycache__/dataset.cpython-37.pyc -------------------------------------------------------------------------------- /completion/core/datasets/__pycache__/pcn.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/datasets/__pycache__/pcn.cpython-37.pyc -------------------------------------------------------------------------------- /completion/core/datasets/__pycache__/shapenet55.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/datasets/__pycache__/shapenet55.cpython-37.pyc -------------------------------------------------------------------------------- /completion/core/datasets/__pycache__/utils.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/datasets/__pycache__/utils.cpython-37.pyc -------------------------------------------------------------------------------- /completion/core/datasets/c3d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/datasets/c3d.py -------------------------------------------------------------------------------- /completion/core/datasets/dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/datasets/dataset.py -------------------------------------------------------------------------------- /completion/core/datasets/pcn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/datasets/pcn.py -------------------------------------------------------------------------------- /completion/core/datasets/shapenet55.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/datasets/shapenet55.py -------------------------------------------------------------------------------- /completion/core/datasets/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/core/datasets/utils.py -------------------------------------------------------------------------------- /completion/test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/test.py -------------------------------------------------------------------------------- /completion/train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/train.py -------------------------------------------------------------------------------- /completion/utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /completion/utils/__pycache__/__init__.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/__pycache__/__init__.cpython-37.pyc -------------------------------------------------------------------------------- /completion/utils/__pycache__/average_meter.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/__pycache__/average_meter.cpython-37.pyc -------------------------------------------------------------------------------- /completion/utils/__pycache__/helpers.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/__pycache__/helpers.cpython-37.pyc -------------------------------------------------------------------------------- /completion/utils/__pycache__/loss_util.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/__pycache__/loss_util.cpython-37.pyc -------------------------------------------------------------------------------- /completion/utils/__pycache__/metrics.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/__pycache__/metrics.cpython-37.pyc -------------------------------------------------------------------------------- /completion/utils/__pycache__/misc.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/__pycache__/misc.cpython-37.pyc -------------------------------------------------------------------------------- /completion/utils/__pycache__/schedular.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/__pycache__/schedular.cpython-37.pyc -------------------------------------------------------------------------------- /completion/utils/__pycache__/scheduler.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/__pycache__/scheduler.cpython-37.pyc -------------------------------------------------------------------------------- /completion/utils/__pycache__/yaml_reader.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/__pycache__/yaml_reader.cpython-37.pyc -------------------------------------------------------------------------------- /completion/utils/average_meter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/average_meter.py -------------------------------------------------------------------------------- /completion/utils/helpers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/helpers.py -------------------------------------------------------------------------------- /completion/utils/loss_util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/loss_util.py -------------------------------------------------------------------------------- /completion/utils/misc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/misc.py -------------------------------------------------------------------------------- /completion/utils/schedular.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/schedular.py -------------------------------------------------------------------------------- /completion/utils/scheduler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/scheduler.py -------------------------------------------------------------------------------- /completion/utils/yaml_reader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/completion/utils/yaml_reader.py -------------------------------------------------------------------------------- /generation/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/README.md -------------------------------------------------------------------------------- /generation/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /generation/__pycache__/__init__.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/__pycache__/__init__.cpython-37.pyc -------------------------------------------------------------------------------- /generation/evaluation/.gitignore: -------------------------------------------------------------------------------- 1 | StructuralLosses 2 | -------------------------------------------------------------------------------- /generation/evaluation/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/evaluation/__init__.py -------------------------------------------------------------------------------- /generation/evaluation/__pycache__/__init__.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/evaluation/__pycache__/__init__.cpython-37.pyc -------------------------------------------------------------------------------- /generation/evaluation/__pycache__/evaluation_metrics.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/evaluation/__pycache__/evaluation_metrics.cpython-37.pyc -------------------------------------------------------------------------------- /generation/evaluation/evaluation_metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/evaluation/evaluation_metrics.py -------------------------------------------------------------------------------- /generation/test_ae.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/test_ae.py -------------------------------------------------------------------------------- /generation/test_gen.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/test_gen.py -------------------------------------------------------------------------------- /generation/train_ae.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/train_ae.py -------------------------------------------------------------------------------- /generation/train_gen.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/train_gen.py -------------------------------------------------------------------------------- /generation/utils/__init__.py: -------------------------------------------------------------------------------- 1 | import sys 2 | sys.path.append('.') -------------------------------------------------------------------------------- /generation/utils/__pycache__/__init__.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/utils/__pycache__/__init__.cpython-37.pyc -------------------------------------------------------------------------------- /generation/utils/__pycache__/data.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/utils/__pycache__/data.cpython-37.pyc -------------------------------------------------------------------------------- /generation/utils/__pycache__/dataset.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/utils/__pycache__/dataset.cpython-37.pyc -------------------------------------------------------------------------------- /generation/utils/__pycache__/loss_util.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/utils/__pycache__/loss_util.cpython-37.pyc -------------------------------------------------------------------------------- /generation/utils/__pycache__/misc.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/utils/__pycache__/misc.cpython-37.pyc -------------------------------------------------------------------------------- /generation/utils/__pycache__/transform.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/utils/__pycache__/transform.cpython-37.pyc -------------------------------------------------------------------------------- /generation/utils/data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/utils/data.py -------------------------------------------------------------------------------- /generation/utils/dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/utils/dataset.py -------------------------------------------------------------------------------- /generation/utils/misc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/utils/misc.py -------------------------------------------------------------------------------- /generation/utils/transform.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/generation/utils/transform.py -------------------------------------------------------------------------------- /loss_functions/Chamfer3D/__pycache__/dist_chamfer_3D.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/Chamfer3D/__pycache__/dist_chamfer_3D.cpython-37.pyc -------------------------------------------------------------------------------- /loss_functions/Chamfer3D/chamfer3D.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/Chamfer3D/chamfer3D.cu -------------------------------------------------------------------------------- /loss_functions/Chamfer3D/chamfer_cuda.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/Chamfer3D/chamfer_cuda.cpp -------------------------------------------------------------------------------- /loss_functions/Chamfer3D/dist_chamfer_3D.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/Chamfer3D/dist_chamfer_3D.py -------------------------------------------------------------------------------- /loss_functions/Chamfer3D/setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/Chamfer3D/setup.py -------------------------------------------------------------------------------- /loss_functions/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/__init__.py -------------------------------------------------------------------------------- /loss_functions/__pycache__/__init__.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/__pycache__/__init__.cpython-37.pyc -------------------------------------------------------------------------------- /loss_functions/emd/CDEMD.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/emd/CDEMD.png -------------------------------------------------------------------------------- /loss_functions/emd/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/emd/README.md -------------------------------------------------------------------------------- /loss_functions/emd/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /loss_functions/emd/__pycache__/__init__.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/emd/__pycache__/__init__.cpython-37.pyc -------------------------------------------------------------------------------- /loss_functions/emd/__pycache__/emd_module.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/emd/__pycache__/emd_module.cpython-37.pyc -------------------------------------------------------------------------------- /loss_functions/emd/emd.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/emd/emd.cpp -------------------------------------------------------------------------------- /loss_functions/emd/emd_cuda.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/emd/emd_cuda.cu -------------------------------------------------------------------------------- /loss_functions/emd/emd_module.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/emd/emd_module.py -------------------------------------------------------------------------------- /loss_functions/emd/setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/loss_functions/emd/setup.py -------------------------------------------------------------------------------- /models/SPD.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/SPD.py -------------------------------------------------------------------------------- /models/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /models/__pycache__/SPD.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/__pycache__/SPD.cpython-37.pyc -------------------------------------------------------------------------------- /models/__pycache__/__init__.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/__pycache__/__init__.cpython-37.pyc -------------------------------------------------------------------------------- /models/__pycache__/model_ae.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/__pycache__/model_ae.cpython-37.pyc -------------------------------------------------------------------------------- /models/__pycache__/model_completion.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/__pycache__/model_completion.cpython-37.pyc -------------------------------------------------------------------------------- /models/__pycache__/model_pu.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/__pycache__/model_pu.cpython-37.pyc -------------------------------------------------------------------------------- /models/__pycache__/model_svr.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/__pycache__/model_svr.cpython-37.pyc -------------------------------------------------------------------------------- /models/__pycache__/model_vae.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/__pycache__/model_vae.cpython-37.pyc -------------------------------------------------------------------------------- /models/__pycache__/skip_transformer.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/__pycache__/skip_transformer.cpython-37.pyc -------------------------------------------------------------------------------- /models/__pycache__/utils.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/__pycache__/utils.cpython-37.pyc -------------------------------------------------------------------------------- /models/model_ae.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/model_ae.py -------------------------------------------------------------------------------- /models/model_completion.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/model_completion.py -------------------------------------------------------------------------------- /models/model_pu.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/model_pu.py -------------------------------------------------------------------------------- /models/model_svr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/model_svr.py -------------------------------------------------------------------------------- /models/model_vae.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/model_vae.py -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/__init__.py -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/include/ball_query.h: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/include/ball_query.h -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/include/cuda_utils.h: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/include/cuda_utils.h -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/include/group_points.h: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/include/group_points.h -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/include/interpolate.h: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/include/interpolate.h -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/include/sampling.h: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/include/sampling.h -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/include/utils.h: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/include/utils.h -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/ball_query.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/ball_query.cpp -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/ball_query_gpu.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/ball_query_gpu.cu -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/bindings.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/bindings.cpp -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/group_points.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/group_points.cpp -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/group_points_gpu.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/group_points_gpu.cu -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/interpolate.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/interpolate.cpp -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/interpolate_gpu.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/interpolate_gpu.cu -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/sampling.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/sampling.cpp -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/sampling_gpu.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/_ext-src/src/sampling_gpu.cu -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/_version.py: -------------------------------------------------------------------------------- 1 | __version__ = "3.0.0" 2 | -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/pointnet2_modules.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/pointnet2_modules.py -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/pointnet2_ops/pointnet2_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/pointnet2_ops/pointnet2_utils.py -------------------------------------------------------------------------------- /models/pointnet2_ops_lib/setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/pointnet2_ops_lib/setup.py -------------------------------------------------------------------------------- /models/skip_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/skip_transformer.py -------------------------------------------------------------------------------- /models/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/models/utils.py -------------------------------------------------------------------------------- /pics/SPD.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/pics/SPD.png -------------------------------------------------------------------------------- /pics/completion.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/pics/completion.png -------------------------------------------------------------------------------- /pics/generation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/pics/generation.png -------------------------------------------------------------------------------- /pics/pu.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/pics/pu.png -------------------------------------------------------------------------------- /pics/snowflake.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/pics/snowflake.png -------------------------------------------------------------------------------- /pics/svr.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/pics/svr.png -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/requirements.txt -------------------------------------------------------------------------------- /svr/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/README.md -------------------------------------------------------------------------------- /svr/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /svr/balls/1024.xyz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/balls/1024.xyz -------------------------------------------------------------------------------- /svr/balls/2048.xyz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/balls/2048.xyz -------------------------------------------------------------------------------- /svr/cfgs/SVR.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/cfgs/SVR.yaml -------------------------------------------------------------------------------- /svr/dataset_svr/__pycache__/dataset_shapenet.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/dataset_svr/__pycache__/dataset_shapenet.cpython-37.pyc -------------------------------------------------------------------------------- /svr/dataset_svr/__pycache__/pointcloud_processor.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/dataset_svr/__pycache__/pointcloud_processor.cpython-37.pyc -------------------------------------------------------------------------------- /svr/dataset_svr/__pycache__/trainer_dataset.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/dataset_svr/__pycache__/trainer_dataset.cpython-37.pyc -------------------------------------------------------------------------------- /svr/dataset_svr/augmenter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/dataset_svr/augmenter.py -------------------------------------------------------------------------------- /svr/dataset_svr/dataset_shapenet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/dataset_svr/dataset_shapenet.py -------------------------------------------------------------------------------- /svr/dataset_svr/mesh_processor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/dataset_svr/mesh_processor.py -------------------------------------------------------------------------------- /svr/dataset_svr/pointcloud_processor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/dataset_svr/pointcloud_processor.py -------------------------------------------------------------------------------- /svr/dataset_svr/taxonomy.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/dataset_svr/taxonomy.json -------------------------------------------------------------------------------- /svr/dataset_svr/trainer_dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/dataset_svr/trainer_dataset.py -------------------------------------------------------------------------------- /svr/train_svr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/train_svr.py -------------------------------------------------------------------------------- /svr/utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /svr/utils/__pycache__/__init__.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/utils/__pycache__/__init__.cpython-37.pyc -------------------------------------------------------------------------------- /svr/utils/__pycache__/model_utils.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/utils/__pycache__/model_utils.cpython-37.pyc -------------------------------------------------------------------------------- /svr/utils/__pycache__/train_utils.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/utils/__pycache__/train_utils.cpython-37.pyc -------------------------------------------------------------------------------- /svr/utils/model_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/utils/model_utils.py -------------------------------------------------------------------------------- /svr/utils/train_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/utils/train_utils.py -------------------------------------------------------------------------------- /svr/val_svr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/svr/val_svr.py -------------------------------------------------------------------------------- /visualization/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/visualization/README.md -------------------------------------------------------------------------------- /visualization/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /visualization/vis_splitting.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AllenXiangX/SnowflakeNet/HEAD/visualization/vis_splitting.py --------------------------------------------------------------------------------