[Enhance] Update deformable-detr-two-stage training results (#103)

* refine README * set cost class=1 * fix typos * update table * update download links * refine readme and docs Co-authored-by: ntianhe ren <[email protected]>
IDEA-Research · Oct 18, 2022 · f428680 · f428680
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diff --git a/README.md b/README.md
@@ -73,7 +73,7 @@ Results and models are available in [model zoo](https://detrex.readthedocs.io/en
 <summary> Supported methods </summary>
 
 - [x] [DETR (ECCV'2020)](./projects/detr/)
-- [x] [Deformable-DETR (ICLR'2021 Oral)](./projects/dab_deformable_detr/)
+- [x] [Deformable-DETR (ICLR'2021 Oral)](./projects/deformable_detr/)
 - [x] [Conditional-DETR (ICCV'2021)](./projects/conditional_detr/)
 - [x] [DAB-DETR (ICLR'2022)](./projects/dab_detr/)
 - [x] [DAB-Deformable-DETR (ICLR'2022)](./projects/dab_deformable_detr/)

diff --git a/docs/source/tutorials/Model_Zoo.md b/docs/source/tutorials/Model_Zoo.md
@@ -31,8 +31,8 @@ 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">47.28</td>
-<td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/deformable_detr_r50_two_stage_50ep.pth"> model </a></td>
+<td align="center">48.19</td>
+<td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/deformable_detr_r50_two_stage_50ep_new.pth"> model </a></td>
 </tr>
 </tbody></table>
 
@@ -158,42 +158,42 @@ Here we provides our pretrained baselines in `detrex beta v0.1.0`. And more pret
 <td align="center">49.95</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_r101_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_tiny_224_4scale_12ep.py"> DINO-Swin-T-224-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_tiny_224_4scale_12ep.py"> DINO-Swin-T-224-4Scale </a> </td>
 <td align="center">Swin-Tiny-224</td>
 <td align="center">IN1k</td>
 <td align="center">12</td>
 <td align="center">51.30</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_swin_tiny_224_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_tiny_224_4scale_12ep.py"> DINO-Swin-T-224-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_tiny_224_4scale_12ep.py"> DINO-Swin-T-224-4Scale </a> </td>
 <td align="center">Swin-Tiny-224</td>
 <td align="center">IN22k to IN1k</td>
 <td align="center">12</td>
 <td align="center">52.50</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_swin_tiny_224_22kto1k_finetune_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_small_224_4scale_12ep.py"> DINO-Swin-S-224-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_small_224_4scale_12ep.py"> DINO-Swin-S-224-4Scale </a> </td>
 <td align="center">Swin-Small-224</td>
 <td align="center">IN1k</td>
 <td align="center">12</td>
 <td align="center">52.96</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_swin_small_224_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_base_384_4scale_12ep.py"> DINO-Swin-B-384-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_base_384_4scale_12ep.py"> DINO-Swin-B-384-4Scale </a> </td>
 <td align="center">Swin-Base-384</td>
 <td align="center">IN22k to IN1k</td>
 <td align="center">12</td>
 <td align="center">55.83</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_swin_base_384_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_large_224_4scale_12ep.py"> DINO-Swin-L-224-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_large_224_4scale_12ep.py"> DINO-Swin-L-224-4Scale </a> </td>
 <td align="center">Swin-Large-224</td>
 <td align="center">IN22k to IN1k</td>
 <td align="center">12</td>
 <td align="center">56.92</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_swin_large_224_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_large_384_4scale_12ep.py"> DINO-Swin-L-384-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_large_384_4scale_12ep.py"> DINO-Swin-L-384-4Scale </a> </td>
 <td align="center">Swin-Large-384</td>
 <td align="center">IN22k to IN1k</td>
 <td align="center">12</td>

diff --git a/projects/dab_deformable_detr/modeling/dab_deformable_transformer.py b/projects/dab_deformable_detr/modeling/dab_deformable_transformer.py
@@ -311,7 +311,7 @@ def get_reference_points(spatial_shapes, valid_ratios, device):
         Args:
             spatial_shapes (Tensor): The shape of all
                 feature maps, has shape (num_level, 2).
-            valid_ratios (Tensor): The radios of valid
+            valid_ratios (Tensor): The ratios of valid
                 points on the feature map, has shape
                 (bs, num_levels, 2)
             device (obj:`device`): The device where
@@ -337,7 +337,7 @@ def get_reference_points(spatial_shapes, valid_ratios, device):
         return reference_points
 
     def get_valid_ratio(self, mask):
-        """Get the valid radios of feature maps of all  level."""
+        """Get the valid ratios of feature maps of all levels."""
         _, H, W = mask.shape
         valid_H = torch.sum(~mask[:, :, 0], 1)
         valid_W = torch.sum(~mask[:, 0, :], 1)

diff --git a/projects/deformable_detr/README.md b/projects/deformable_detr/README.md
@@ -34,8 +34,8 @@ 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">47.28</td>
-<td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/deformable_detr_r50_two_stage_50ep.pth">model</a></td>
+<td align="center">48.19</td>
+<td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/deformable_detr_r50_two_stage_50ep_new.pth">model</a></td>
 </tr>
 </tbody></table>
 

diff --git a/projects/deformable_detr/configs/deformable_detr_r50_with_box_refinement_50ep.py b/projects/deformable_detr/configs/deformable_detr_r50_with_box_refinement_50ep.py
@@ -3,19 +3,6 @@
 # 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"

diff --git a/projects/deformable_detr/configs/models/deformable_detr_r50.py b/projects/deformable_detr/configs/models/deformable_detr_r50.py
@@ -87,7 +87,7 @@
             gamma=2.0,
         ),
         weight_dict={
-            "loss_class": 2.0,
+            "loss_class": 1.0,
             "loss_bbox": 5.0,
             "loss_giou": 2.0,
         },

diff --git a/projects/deformable_detr/modeling/deformable_transformer.py b/projects/deformable_detr/modeling/deformable_transformer.py
@@ -304,7 +304,7 @@ def get_reference_points(spatial_shapes, valid_ratios, device):
         Args:
             spatial_shapes (Tensor): The shape of all
                 feature maps, has shape (num_level, 2).
-            valid_ratios (Tensor): The radios of valid
+            valid_ratios (Tensor): The ratios of valid
                 points on the feature map, has shape
                 (bs, num_levels, 2)
             device (obj:`device`): The device where
@@ -330,7 +330,7 @@ def get_reference_points(spatial_shapes, valid_ratios, device):
         return reference_points
 
     def get_valid_ratio(self, mask):
-        """Get the valid radios of feature maps of all  level."""
+        """Get the valid ratios of feature maps of all levels."""
         _, H, W = mask.shape
         valid_H = torch.sum(~mask[:, :, 0], 1)
         valid_W = torch.sum(~mask[:, 0, :], 1)

diff --git a/projects/dino/modeling/dino_transformer.py b/projects/dino/modeling/dino_transformer.py
@@ -312,7 +312,7 @@ def get_reference_points(spatial_shapes, valid_ratios, device):
         Args:
             spatial_shapes (Tensor): The shape of all
                 feature maps, has shape (num_level, 2).
-            valid_ratios (Tensor): The radios of valid
+            valid_ratios (Tensor): The ratios of valid
                 points on the feature map, has shape
                 (bs, num_levels, 2)
             device (obj:`device`): The device where
@@ -338,7 +338,7 @@ def get_reference_points(spatial_shapes, valid_ratios, device):
         return reference_points
 
     def get_valid_ratio(self, mask):
-        """Get the valid radios of feature maps of all  level."""
+        """Get the valid ratios of feature maps of all levels."""
         _, H, W = mask.shape
         valid_H = torch.sum(~mask[:, :, 0], 1)
         valid_W = torch.sum(~mask[:, 0, :], 1)

diff --git a/projects/dn_deformable_detr/modeling/dn_deformable_transformer.py b/projects/dn_deformable_detr/modeling/dn_deformable_transformer.py
@@ -301,7 +301,7 @@ def get_reference_points(spatial_shapes, valid_ratios, device):
         Args:
             spatial_shapes (Tensor): The shape of all
                 feature maps, has shape (num_level, 2).
-            valid_ratios (Tensor): The radios of valid
+            valid_ratios (Tensor): The ratios of valid
                 points on the feature map, has shape
                 (bs, num_levels, 2)
             device (obj:`device`): The device where
@@ -326,7 +326,7 @@ def get_reference_points(spatial_shapes, valid_ratios, device):
         return reference_points
 
     def get_valid_ratio(self, mask):
-        """Get the valid radios of feature maps of all  level."""
+        """Get the valid ratios of feature maps of all levels."""
         _, H, W = mask.shape
         valid_H = torch.sum(~mask[:, :, 0], 1)
         valid_W = torch.sum(~mask[:, 0, :], 1)