Modify detection docs and remove unused initial detectors (#3186)

* Modify detection docs and remove unused initial detectors

* Update unit tests

docs/source/guide/explanation/algorithms/object_detection/object_detection.rst

@@ -111,12 +111,6 @@ We trained each model with a single Nvidia GeForce RTX3090.
 +----------------------------+------------------+-----------+-----------+-----------+-----------+--------------+
 | ResNeXt101-ATSS            | 45.1 (63.8)      | 45.5      | 99.3      | 69.3      | 93.1      | 99.1         |
 +----------------------------+------------------+-----------+-----------+-----------+-----------+--------------+
-| ResNet50-Deformable-DETR   | 44.3 (63.2)      | 44.8      | 97.7      | 60.7      | 93.4      | 99.2         |
-+----------------------------+------------------+-----------+-----------+-----------+-----------+--------------+
-| ResNet50-DINO              | 49.0 (66.4)      | 47.2      | 99.5      | 62.9      | 93.5      | 99.1         |
-+----------------------------+------------------+-----------+-----------+-----------+-----------+--------------+
-| ResNet50-Lite-DINO         | 48.1 (64.4)      | 47.0      | 99.0      | 62.5      | 93.6      | 99.4         |
-+----------------------------+------------------+-----------+-----------+-----------+-----------+--------------+
 | YOLOX-S                    | 40.3 (59.1)      | 37.1      | 93.6      | 54.8      | 92.7      | 98.8         |
 +----------------------------+------------------+-----------+-----------+-----------+-----------+--------------+
 | YOLOX-L                    | 49.4 (67.1)      | 44.5      | 94.6      | 55.8      | 91.8      | 99.0         |

docs/source/guide/tutorials/base/how_to_train/detection.rst

@@ -136,7 +136,6 @@ The list of supported templates for object detection is available with the comma
             ┃ Task      ┃ Model Name            ┃ Recipe Path                                                    ┃                              
             ┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩                              
             │ DETECTION │ atss_mobilenetv2_tile │ src/otx/recipe/detection/atss_mobilenetv2_tile.yaml            │                              
-            │ DETECTION │ atss_r50_fpn          │ src/otx/recipe/detection/atss_r50_fpn.yaml                     │                              
             │ DETECTION │ atss_resnext101       │ src/otx/recipe/detection/atss_resnext101.yaml                  │                              
             │ DETECTION │ atss_mobilenetv2      │ src/otx/recipe/detection/atss_mobilenetv2.yaml                 │                              
             └───────────┴───────────────────────┴────────────────────────────────────────────────────────────────┘
@@ -151,7 +150,6 @@ The list of supported templates for object detection is available with the comma
             print(model_lists)
             '''
             [
-                'atss_r50_fpn',
                 'atss_mobilenetv2',
                 'atss_mobilenetv2_tile',
                 'atss_resnext101',

src/otx/algo/detection/atss.py

@@ -37,24 +37,3 @@ def _export_parameters(self) -> dict[str, Any]:
     def load_from_otx_v1_ckpt(self, state_dict: dict, add_prefix: str = "model.model.") -> dict:
         """Load the previous OTX ckpt according to OTX2.0."""
         return OTXv1Helper.load_det_ckpt(state_dict, add_prefix)
-
-
-class ATSSR50FPN(ATSS):
-    """ATSSR50FPN Model."""
-
-    def __init__(self, num_classes: int) -> None:
-        super().__init__(num_classes=num_classes, variant="r50_fpn")
-        self.image_size = (1, 3, 800, 1333)
-        self.tile_image_size = self.image_size
-
-    @property
-    def _export_parameters(self) -> dict[str, Any]:
-        """Parameters for an exporter."""
-        export_params = super()._export_parameters
-        export_params["deploy_cfg"] = "otx.algo.detection.mmdeploy.atss_r50_fpn"
-        export_params["input_size"] = self.image_size
-        export_params["resize_mode"] = "standard"  # [TODO](@Eunwoo): need to revert it to fit_to_window after resolving
-        export_params["pad_value"] = 0
-        export_params["swap_rgb"] = False
-
-        return export_params

tests/unit/algo/detection/test_atss.py

@@ -3,7 +3,7 @@
 """Test of OTX SSD architecture."""
 
 import pytest
-from otx.algo.detection.atss import ATSS, ATSSR50FPN
+from otx.algo.detection.atss import ATSS
 from otx.algo.utils.support_otx_v1 import OTXv1Helper
 
 
@@ -12,9 +12,7 @@ class TestATSS:
         "model",
         [
             ATSS(num_classes=2, variant="mobilenetv2"),
-            ATSS(num_classes=2, variant="r50_fpn"),
             ATSS(num_classes=2, variant="resnext101"),
-            ATSSR50FPN(num_classes=2),
         ],
     )
     def test(self, model, mocker) -> None: