Create README.md
Browse files
README.md
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# W-CODA2024 Track 2 Dataset
|
| 2 |
+
|
| 3 |
+
## Dataset Description
|
| 4 |
+
This dataset contains auxiliary data files for the W-CODA (Multimodal Perception and Comprehension of Corner Cases in Autonomous Driving) Track 2 workshop at ECCV 2024. The files provide metadata about the nuScenes validation set for evaluating video generation and detection/segmentation results.
|
| 5 |
+
|
| 6 |
+
## Data Files
|
| 7 |
+
|
| 8 |
+
1. `nuscenes_infos_temporal_val_3keyframes.pkl`
|
| 9 |
+
- Contains information about key frames from 150 scenes in the nuScenes validation set.
|
| 10 |
+
- Each scene has 3 key frames extracted from the first 16 frames.
|
| 11 |
+
- Used for evaluating object detection and segmentation performance on the key frames.
|
| 12 |
+
- Format: Python pickle file, load with `mmcv.load()`.
|
| 13 |
+
|
| 14 |
+
2. `nuscenes_infos_temporal_val_12hz.pkl`
|
| 15 |
+
- Contains metadata for 150 scenes in the nuScenes validation set.
|
| 16 |
+
- Provides the first 16 frames (at 12Hz) for each scene.
|
| 17 |
+
- Paths to real video frames, used to calculate Fréchet Video Distance (FVD) between generated and real videos.
|
| 18 |
+
- Format: Python pickle file, load with `mmcv.load()`.
|
| 19 |
+
|
| 20 |
+
```python
|
| 21 |
+
data = mmcv.load("./data/nuscenes/nuscenes_infos_temporal_val_3keyframes.pkl")
|
| 22 |
+
print(data.keys())
|
| 23 |
+
# dict_keys(['infos', 'metadata'])
|
| 24 |
+
```
|
| 25 |
+
## Dataset Structure
|
| 26 |
+
The loaded pickle files contain a list of dictionaries, one per frame, with 'scene_token', 'frame_idx', 'gt_boxes', 'gt_names', 'cams', etc. Their meanings are consistent with the original nus annotations.
|
| 27 |
+
|
| 28 |
+
## Download
|
| 29 |
+
Download the files from Hugging Face:
|
| 30 |
+
- [nuscenes_infos_temporal_val_3keyframes.pkl](https://huggingface.co/datasets/pengxiang/W-CODA2024-Track2)
|
| 31 |
+
- [nuscenes_infos_temporal_val_12hz.pkl](https://huggingface.co/datasets/pengxiang/W-CODA2024-Track2)
|