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train only scannet update
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chrischoy committed Dec 31, 2019
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9 changes: 5 additions & 4 deletions README.md
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Expand Up @@ -10,7 +10,7 @@ This repository contains the accompanying code for [4D-SpatioTemporal ConvNets:
2. Next, preprocess all scannet raw point cloud with the following command after you set the path correctly.

```
python -m lib.datasets.prepreocessing.scannet
python -m lib.datasets.preprocessing.scannet
```

3. Train the network with
Expand Down Expand Up @@ -65,6 +65,7 @@ The above script trains a network. You have to change the arguments accordingly.

## Model Zoo

| Model | Dataset | Voxel Size | Performance | Link |
|:-------------:|:-------:|:----------:|:------------------------:|:------:|
| Mink16UNet34C | ScanNet | 2cm | Test set 73.6% mIoU | [download](https://node1.chrischoy.org/data/publications/minknet/Mink16UNet34C_ScanNet.pth) |
| Model | Dataset | Voxel Size | Conv1 Kernel Size | Performance | Link |
|:-------------:|:-------------------:|:----------:|:-----------------:|:------------------------:|:------:|
| Mink16UNet34C | ScanNet train + val | 2cm | 3 | Test set 73.6% mIoU | [download](https://node1.chrischoy.org/data/publications/minknet/Mink16UNet34C_ScanNet.pth) |
| Mink16UNet34C | ScanNet train | 2cm | 5 | Val 72.219% mIoU without rotation average [per class performance](https://github.com/chrischoy/SpatioTemporalSegmentation/issues/13) | [download](https://node1.chrischoy.org/data/publications/minknet/MinkUNet34C-train-conv1-5.pth) |
2 changes: 1 addition & 1 deletion lib/dataset.py
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Expand Up @@ -434,7 +434,7 @@ def initialize_data_loader(DatasetClass,
t.ChromaticAutoContrast(),
t.ChromaticTranslation(config.data_aug_color_trans_ratio),
t.ChromaticJitter(config.data_aug_color_jitter_std),
t.HueSaturationTranslation(config.data_aug_hue_max, config.data_aug_saturation_max),
# t.HueSaturationTranslation(config.data_aug_hue_max, config.data_aug_saturation_max),
]

if len(input_transforms) > 0:
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