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Update Deformable-DETR-Box-Refinement results #102

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merged 3 commits into from
Oct 16, 2022
Merged

Update Deformable-DETR-Box-Refinement results #102

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1930f7f
refine README
Oct 15, 2022
2f094c6
Merge branch 'main' of https://github.com/rentainhe/detrex into main
Oct 16, 2022
e551c03
update model zoo
Oct 16, 2022
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4 changes: 2 additions & 2 deletions docs/source/tutorials/Model_Zoo.md
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Expand Up @@ -24,8 +24,8 @@ Here we provides our pretrained baselines in `detrex beta v0.1.0`. And more pret
<td align="center">R50</td>
<td align="center">IN1k</td>
<td align="center">50</td>
<td align="center">46.32</td>
<td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.0/deformable_detr_with_box_refinement_50ep.pth"> model </a></td>
<td align="center">46.99</td>
<td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/deformable_detr_with_box_refinement_50ep_new.pth"> model </a></td>
</tr>
<tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/deformable_detr/configs/deformable_detr_r50_two_stage_50ep.py"> Deformable-DETR + Box Refinement + Two Stage </a> </td>
<td align="center">R50</td>
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4 changes: 2 additions & 2 deletions projects/deformable_detr/README.md
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Expand Up @@ -26,8 +26,8 @@ Here we provide the pretrained `Deformable-DETR` weights based on detrex.
<td align="center">R-50</td>
<td align="center">IN1k</td>
<td align="center">50</td>
<td align="center">46.32</td>
<td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.0/deformable_detr_with_box_refinement_50ep.pth">model</a></td>
<td align="center">46.99</td>
<td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/deformable_detr_with_box_refinement_50ep_new.pth">model</a></td>
</tr>
<!-- ROW: deformable_detr_r50_two_stage_50ep -->
<tr><td align="left"><a href="configs/deformable_detr_r50_two_stage_50ep.py">Deformable-DETR-R50 + Box-Refinement + Two-Stage</a></td>
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16 changes: 15 additions & 1 deletion projects/deformable_detr/configs/deformable_detr_r50_with_box_refinement_50ep.py
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@@ -1,8 +1,22 @@
from .deformable_detr_r50_50ep import train, dataloader, optimizer, lr_multiplier, model

# modify model config
# set loss_class to 1.0 brings better results for deformable-detr-box-refinement under lr=1e-4
model.with_box_refine = True
model.criterion.weight_dict = {
"loss_class": 1.0,
"loss_bbox": 5.0,
"loss_giou": 2.0,
}
if model.aux_loss:
weight_dict = model.criterion.weight_dict
aux_weight_dict = {}
for i in range(model.transformer.decoder.num_layers - 1):
aux_weight_dict.update({k + f"_{i}": v for k, v in weight_dict.items()})
aux_weight_dict.update({k + "_enc": v for k, v in weight_dict.items()})
weight_dict.update(aux_weight_dict)
model.criterion.weight_dict = weight_dict

# modify training config
train.init_checkpoint = "detectron2://ImageNetPretrained/torchvision/R-50.pkl"
train.output_dir = "./output/deformable_detr_with_box_refinement_50ep"
train.output_dir = "./output/deformable_detr_with_box_refinement_50ep"