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updated results and commands for VQ2D inference
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srama2512 committed Feb 28, 2023
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Expand Up @@ -149,8 +149,8 @@ chmod +x ./scripts/extract_vq_detections.sh
**Step (2)** Peak detection and bidirectional tracking.
```
./scripts/infer_vq.sh $MODEL_ROOT $DETECTIONS_SAVE_ROOT val 8 0.50 0.10
./scripts/infer_vq.sh $MODEL_ROOT $DETECTIONS_SAVE_ROOT test_unannotated 8 0.50 0.10
./scripts/infer_vq.sh $MODEL_ROOT $DETECTIONS_SAVE_ROOT val 8 0.50 0.20
./scripts/infer_vq.sh $MODEL_ROOT $DETECTIONS_SAVE_ROOT test_unannotated 8 0.50 0.20
```
**Notes:**
Expand All @@ -168,7 +168,27 @@ For reproducibility and conveneice, we provide pre-trained models and correspon
```
python -m ego4d.cli.cli -y --output_directory /path/to/output/ --datasets vq2d_models vq2d_detections
```
Please cite the following papers/reports for the respective models. \
The validation results for these models are shown below.
| Method | stAP @ 0.25 | stAP | tAP @ 0.25 | tAP | recall % | success % |
|------------------------|:-----------:|:-----:|:----------:|:-----:|:---------:|:---------:|
| SiamRCNN | 0.153 | 0.058 | 0.225 | 0.134 | 32.919 | 43.244 |
| Improved Baselines | 0.195 | 0.078 | 0.258 | 0.157 | 37.882 | 47.903 |
| Negative Frames Matter | 0.189 | 0.075 | 0.255 | 0.154 | 37.666 | 47.681 |
These were generated using the following commands:
```
# SiamRCNN
./scripts/infer_vq.sh $PRETRAINED_ROOT/siam_rcnn_residual $DETECTIONS_ROOT/detections_siam_rcnn_residual val 8 0.50 0.20

# Improved Baselines
./scripts/infer_vq.sh $PRETRAINED_ROOT/improved_baselines $DETECTIONS_ROOT/detections_improved_baselines val 8 0.50 0.20

# Negative Frames Matter
./scripts/infer_vq.sh $PRETRAINED_ROOT/negative_frames_matter $DETECTIONS_ROOT/detections_negative_frames_matter val 8 0.25 0.20
```
where `PRETRAINED_ROOT` and `DETECTIONS_ROOT` are the directories where the pretrained-models and detections are saved, respectively. Please cite the following papers/reports for the respective models.
**SiamRCNN:**
```
@inproceedings{grauman2022ego4d,
Expand All @@ -180,7 +200,7 @@ year={2022}
}
```
**ImprovedBaselines:**
**Improved Baselines:**
```
@article{xu2022negative,
title={Negative Frames Matter in Egocentric Visual Query 2D Localization},
Expand All @@ -190,7 +210,7 @@ year={2022}
}
```
**NegativeFramesMatter:**
**Negative Frames Matter:**
```
@article{xu2022where,
doi = {10.48550/ARXIV.2211.10528},
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