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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/core/visualizer/image_vis.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import cv2 import numpy as np import torch from matplotlib import pyplot as plt import pdb def project_pts_on_img(points, raw_img, lidar2img_rt, max_distance=70, thi...
8,091
37.533333
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/core/anchor/anchor_3d_generator.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import torch from mmdet.core.anchor import ANCHOR_GENERATORS @ANCHOR_GENERATORS.register_module() class Anchor3DRangeGenerator(object): """3D Anchor Generator by range. This anchor generator generates anchors by the given range in different fea...
17,177
41.414815
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/base.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import torch from mmcv.parallel import DataContainer as DC from mmcv.runner import auto_fp16 from os import path as osp from mmdet3d.core import Box3DMode, Coord3DMode, show_result from mmdet.models.detectors import BaseDetector class Base3DDetector(BaseDet...
4,877
43.752294
78
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/single_stage.py
# Copyright (c) OpenMMLab. All rights reserved. from mmdet.models import DETECTORS, build_backbone, build_head, build_neck from .base import Base3DDetector @DETECTORS.register_module() class SingleStage3DDetector(Base3DDetector): """SingleStage3DDetector. This class serves as a base class for single-stage 3D...
2,416
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/voxelnet.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.runner import force_fp32 from torch.nn import functional as F from mmdet3d.core import bbox3d2result, merge_aug_bboxes_3d from mmdet3d.ops import Voxelization from mmdet.models import DETECTORS from .. import builder from .single_stage import Singl...
4,925
36.603053
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/votenet.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet3d.core import bbox3d2result, merge_aug_bboxes_3d from mmdet.models import DETECTORS from .single_stage import SingleStage3DDetector @DETECTORS.register_module() class VoteNet(SingleStage3DDetector): r"""`VoteNet <https://arxiv.org/pdf/1904.0...
3,996
36.009259
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/h3dnet.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet3d.core import merge_aug_bboxes_3d from mmdet.models import DETECTORS from .two_stage import TwoStage3DDetector @DETECTORS.register_module() class H3DNet(TwoStage3DDetector): r"""H3DNet model. Please refer to the `paper <https://arxiv.or...
6,780
37.310734
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/imvoxelnet.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet3d.core import bbox3d2result, build_prior_generator from mmdet3d.models.fusion_layers.point_fusion import point_sample from mmdet.models import DETECTORS, build_backbone, build_head, build_neck from mmdet.models.detectors import BaseDetector @DET...
4,949
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/single_stage_mono3d.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import torch from mmcv.parallel import DataContainer as DC from os import path as osp from mmdet3d.core import (CameraInstance3DBoxes, bbox3d2result, show_multi_modality_result) from mmdet.models.builder import DET...
9,159
40.826484
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/groupfree3dnet.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet3d.core import bbox3d2result, merge_aug_bboxes_3d from mmdet.models import DETECTORS from .single_stage import SingleStage3DDetector @DETECTORS.register_module() class GroupFree3DNet(SingleStage3DDetector): """`Group-Free 3D <https://arxiv.or...
4,020
36.933962
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/dynamic_voxelnet.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.runner import force_fp32 from torch.nn import functional as F from mmdet.models import DETECTORS from .voxelnet import VoxelNet @DETECTORS.register_module() class DynamicVoxelNet(VoxelNet): r"""VoxelNet using `dynamic voxelization <https://ar...
2,306
31.041667
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/mvx_two_stage.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import torch import warnings from mmcv.parallel import DataContainer as DC from mmcv.runner import force_fp32 from os import path as osp from torch.nn import functional as F from mmdet3d.core import (Box3DMode, Coord3DMode, bbox3d2result, ...
20,902
40.474206
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/mvx_faster_rcnn.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.runner import force_fp32 from torch.nn import functional as F from mmdet.models import DETECTORS from .mvx_two_stage import MVXTwoStageDetector @DETECTORS.register_module() class MVXFasterRCNN(MVXTwoStageDetector): """Multi-modality VoxelNet ...
2,042
31.951613
78
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/imvotenet.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch import warnings from mmdet3d.core import bbox3d2result, merge_aug_bboxes_3d from mmdet3d.models.utils import MLP from mmdet.models import DETECTORS from .. import builder from .base import Base3DDetector def sample_valid_seeds(mask, num_...
35,185
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138
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/parta2.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from torch.nn import functional as F from mmdet3d.ops import Voxelization from mmdet.models import DETECTORS from .. import builder from .two_stage import TwoStage3DDetector @DETECTORS.register_module() class PartA2(TwoStage3DDetector): r"""Part-A2 det...
5,831
37.368421
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/detectors/centerpoint.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet3d.core import bbox3d2result, merge_aug_bboxes_3d from mmdet.models import DETECTORS from .mvx_two_stage import MVXTwoStageDetector from .. import builder @DETECTORS.register_module() class CenterPoint(MVXTwoStageDetector): """Base class of M...
13,913
41.550459
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/middle_encoders/pillar_scatter.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.runner import auto_fp16 from torch import nn from ..builder import MIDDLE_ENCODERS @MIDDLE_ENCODERS.register_module() class PointPillarsScatter(nn.Module): """Point Pillar's Scatter. Converts learned features from dense tensor to sparse ...
3,744
35.359223
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/middle_encoders/sparse_encoder.py
# Copyright (c) OpenMMLab. All rights reserved. from mmcv.runner import auto_fp16 from torch import nn as nn from mmdet3d.ops import SparseBasicBlock, make_sparse_convmodule from mmdet3d.ops import spconv as spconv from ..builder import MIDDLE_ENCODERS @MIDDLE_ENCODERS.register_module() class SparseEncoder(nn.Module...
8,258
39.287805
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/middle_encoders/sparse_unet.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.runner import BaseModule, auto_fp16 from mmdet3d.ops import SparseBasicBlock, make_sparse_convmodule from mmdet3d.ops import spconv as spconv from ..builder import MIDDLE_ENCODERS @MIDDLE_ENCODERS.register_module() class SparseUNet(BaseModule): ...
11,713
38.843537
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/voxel_encoders/pillar_encoder.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.cnn import build_norm_layer from mmcv.runner import force_fp32 from torch import nn from mmdet3d.ops import DynamicScatter from ..builder import VOXEL_ENCODERS from .utils import PFNLayer, get_paddings_indicator @VOXEL_ENCODERS.register_module() ...
13,156
41.441935
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/voxel_encoders/utils.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.cnn import build_norm_layer from mmcv.runner import auto_fp16 from torch import nn from torch.nn import functional as F def get_paddings_indicator(actual_num, max_num, axis=0): """Create boolean mask by actually number of a padded tensor. ...
6,795
36.340659
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/voxel_encoders/voxel_encoder.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.cnn import build_norm_layer from mmcv.runner import force_fp32 from torch import nn from mmdet3d.ops import DynamicScatter from .. import builder from ..builder import VOXEL_ENCODERS from .utils import VFELayer, get_paddings_indicator @VOXEL_ENCO...
20,525
41.147844
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/necks/lift_splat_shoot_transformer_multiview.py
# Copyright (c) Junjie.huang. All rights reserved. import torch import torch.nn as nn from mmcv.runner import BaseModule from ..builder import NECKS from .. import builder from mmdet.models.backbones.resnet import Bottleneck, BasicBlock from mmcv.cnn import build_norm_layer from ..backbones.swin import SwinTransformer...
16,494
39.829208
113
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/necks/fpn_lss.py
# Copyright (c) OpenMMLab. All rights reserved. import torch import torch.nn as nn from mmcv.runner import BaseModule from mmcv.cnn import build_norm_layer from ..builder import NECKS import pdb class Up(nn.Module): def __init__(self, in_channels, out_channels, scale_factor=2, norm_cfg=dict(type='BN')): ...
1,891
31.067797
143
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/necks/imvoxel_neck.py
# Copyright (c) OpenMMLab. All rights reserved. from mmcv.cnn import ConvModule from torch import nn from mmdet.models import NECKS @NECKS.register_module() class OutdoorImVoxelNeck(nn.Module): """Neck for ImVoxelNet outdoor scenario. Args: in_channels (int): Input channels of multi-scale feature ma...
3,303
28.765766
71
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/necks/second_fpn.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmcv.cnn import build_conv_layer, build_norm_layer, build_upsample_layer from mmcv.runner import BaseModule, auto_fp16 from torch import nn as nn from mmdet.models import NECKS @NECKS.register_module() class SECONDFPN(BaseModule): ...
3,457
36.586957
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/fusion_layers/coord_transform.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from functools import partial from mmdet3d.core.points import get_points_type def apply_3d_transformation(pcd, coord_type, img_meta, reverse=False): """Apply transformation to input point cloud. Args: pcd (torch.Tensor): The point cloud to...
7,653
34.435185
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/fusion_layers/point_fusion.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.cnn import ConvModule from mmcv.runner import BaseModule from torch import nn as nn from torch.nn import functional as F from mmdet3d.core.bbox.structures import (get_proj_mat_by_coord_type, points_cam2img)...
12,269
38.967427
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/fusion_layers/vote_fusion.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from torch import nn as nn from mmdet3d.core.bbox import points_cam2img from ..builder import FUSION_LAYERS from . import apply_3d_transformation, bbox_2d_transform, coord_2d_transform EPS = 1e-6 @FUSION_LAYERS.register_module() class VoteFusion(nn.Module...
8,945
43.507463
78
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/decode_heads/paconv_head.py
# Copyright (c) OpenMMLab. All rights reserved. from mmcv.cnn.bricks import ConvModule from mmdet.models import HEADS from .pointnet2_head import PointNet2Head @HEADS.register_module() class PAConvHead(PointNet2Head): r"""PAConv decoder head. Decoder head used in `PAConv <https://arxiv.org/abs/2103.14635>`_...
2,229
33.84375
108
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/decode_heads/decode_head.py
# Copyright (c) OpenMMLab. All rights reserved. from abc import ABCMeta, abstractmethod from mmcv.cnn import normal_init from mmcv.runner import BaseModule, auto_fp16, force_fp32 from torch import nn as nn from mmseg.models.builder import build_loss class Base3DDecodeHead(BaseModule, metaclass=ABCMeta): """Base ...
4,377
34.885246
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/decode_heads/pointnet2_head.py
# Copyright (c) OpenMMLab. All rights reserved. from mmcv.cnn.bricks import ConvModule from torch import nn as nn from mmdet3d.ops import PointFPModule from mmdet.models import HEADS from .decode_head import Base3DDecodeHead @HEADS.register_module() class PointNet2Head(Base3DDecodeHead): r"""PointNet2 decoder he...
2,894
32.662791
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/dense_heads/anchor_free_mono3d_head.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from abc import abstractmethod from mmcv.cnn import ConvModule, bias_init_with_prob, normal_init from mmcv.runner import force_fp32 from torch import nn as nn from mmdet.core import multi_apply from mmdet.models.builder import HEADS, build_loss from .base_mo...
21,487
41.89022
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/dense_heads/ssd_3d_head.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmcv.ops.nms import batched_nms from mmcv.runner import force_fp32 from torch.nn import functional as F from mmdet3d.core.bbox.structures import (DepthInstance3DBoxes, LiDARInstance3DBoxes, ...
24,910
41.95
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/dense_heads/fcos_mono3d_head.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmcv.cnn import Scale from mmcv.runner import force_fp32 from torch import nn as nn from mmdet3d.core import box3d_multiclass_nms, limit_period, xywhr2xyxyr from mmdet.core import multi_apply from mmdet.models.builder import HEADS, bu...
42,442
43.582983
113
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/dense_heads/shape_aware_head.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch import warnings from mmcv.cnn import ConvModule from mmcv.runner import BaseModule from torch import nn as nn from mmdet3d.core import box3d_multiclass_nms, limit_period, xywhr2xyxyr from mmdet.core import multi_apply from mmdet.models imp...
21,176
40.200389
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/dense_heads/centerpoint_head.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import torch from mmcv.cnn import ConvModule, build_conv_layer from mmcv.runner import BaseModule, force_fp32 from torch import nn from mmdet3d.core import (circle_nms, draw_heatmap_gaussian, gaussian_radius, xywhr2xyxyr) from mmdet3...
32,680
38.327316
78
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/dense_heads/free_anchor3d_head.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.runner import force_fp32 from torch.nn import functional as F from mmdet3d.core.bbox import bbox_overlaps_nearest_3d from mmdet.models import HEADS from .anchor3d_head import Anchor3DHead from .train_mixins import get_direction_target @HEADS.regi...
11,525
39.442105
118
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/dense_heads/base_conv_bbox_head.py
# Copyright (c) OpenMMLab. All rights reserved. from mmcv.cnn import ConvModule from mmcv.cnn.bricks import build_conv_layer from mmcv.runner import BaseModule from torch import nn as nn from mmdet.models.builder import HEADS @HEADS.register_module() class BaseConvBboxHead(BaseModule): r"""More general bbox head...
4,406
32.386364
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/dense_heads/anchor3d_head.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmcv.runner import BaseModule, force_fp32 from torch import nn as nn from mmdet3d.core import (PseudoSampler, box3d_multiclass_nms, limit_period, xywhr2xyxyr) from mmdet.core import (build_assigner, build_bbo...
21,582
40.990272
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/dense_heads/train_mixins.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmdet3d.core import limit_period from mmdet.core import images_to_levels, multi_apply class AnchorTrainMixin(object): """Mixin class for target assigning of dense heads.""" def anchor_target_3d(self, ...
16,738
47.100575
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/dense_heads/parta2_rpn_head.py
# Copyright (c) OpenMMLab. All rights reserved. from __future__ import division import numpy as np import torch from mmcv.runner import force_fp32 from mmdet3d.core import limit_period, xywhr2xyxyr from mmdet3d.ops.iou3d.iou3d_utils import nms_gpu, nms_normal_gpu from mmdet.models import HEADS from .anchor3d_head imp...
13,852
43.117834
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/dense_heads/groupfree3d_head.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import numpy as np import torch from mmcv import ConfigDict from mmcv.cnn import ConvModule, xavier_init from mmcv.cnn.bricks.transformer import (build_positional_encoding, build_transformer_layer) from mmcv.runner impo...
42,226
41.481891
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/dense_heads/vote_head.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmcv.runner import BaseModule, force_fp32 from torch.nn import functional as F from mmdet3d.core.post_processing import aligned_3d_nms from mmdet3d.models.builder import build_loss from mmdet3d.models.losses import chamfer_distance fr...
28,350
41.697289
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/utils/embed.py
# Copyright (c) OpenMMLab. All rights reserved. import torch.nn.functional as F from mmcv.cnn import build_conv_layer, build_norm_layer from mmcv.runner.base_module import BaseModule from torch.nn.modules.utils import _pair as to_2tuple # Modified from Pytorch-Image-Models class PatchEmbed(BaseModule): """Image t...
3,590
34.554455
78
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/utils/mlp.py
# Copyright (c) OpenMMLab. All rights reserved. from mmcv.cnn import ConvModule from mmcv.runner import BaseModule from torch import nn as nn class MLP(BaseModule): """A simple MLP module. Pass features (B, C, N) through an MLP. Args: in_channels (int): Number of channels of input features. ...
1,675
31.230769
68
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/utils/clip_sigmoid.py
# Copyright (c) OpenMMLab. All rights reserved. import torch def clip_sigmoid(x, eps=1e-4): """Sigmoid function for input feature. Args: x (torch.Tensor): Input feature map with the shape of [B, N, H, W]. eps (float): Lower bound of the range to be clamped to. Defaults to 1e-4. ...
458
24.5
75
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/roi_heads/part_aggregation_roi_head.py
# Copyright (c) OpenMMLab. All rights reserved. import warnings from torch.nn import functional as F from mmdet3d.core import AssignResult from mmdet3d.core.bbox import bbox3d2result, bbox3d2roi from mmdet.core import build_assigner, build_sampler from mmdet.models import HEADS from ..builder import build_head, build_...
13,922
41.708589
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/roi_heads/base_3droi_head.py
# Copyright (c) OpenMMLab. All rights reserved. from abc import ABCMeta, abstractmethod from mmcv.runner import BaseModule class Base3DRoIHead(BaseModule, metaclass=ABCMeta): """Base class for 3d RoIHeads.""" def __init__(self, bbox_head=None, mask_roi_extractor=None, ...
2,986
29.479592
78
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/roi_heads/h3d_roi_head.py
# Copyright (c) OpenMMLab. All rights reserved. from mmdet3d.core.bbox import bbox3d2result from mmdet.models import HEADS from ..builder import build_head from .base_3droi_head import Base3DRoIHead @HEADS.register_module() class H3DRoIHead(Base3DRoIHead): """H3D roi head for H3DNet. Args: primitive_...
5,651
34.10559
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/roi_heads/roi_extractors/single_roiaware_extractor.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.runner import BaseModule from mmdet3d import ops from mmdet.models.builder import ROI_EXTRACTORS @ROI_EXTRACTORS.register_module() class Single3DRoIAwareExtractor(BaseModule): """Point-wise roi-aware Extractor. Extract Point-wise roi fea...
1,983
35.072727
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/roi_heads/bbox_heads/parta2_bbox_head.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmcv.cnn import ConvModule, normal_init from mmcv.runner import BaseModule from torch import nn as nn from mmdet3d.core.bbox.structures import (LiDARInstance3DBoxes, rotation_3d_in_axis, xywhr...
25,032
38.988818
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/roi_heads/bbox_heads/h3d_bbox_head.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.cnn import ConvModule from mmcv.runner import BaseModule from torch import nn as nn from torch.nn import functional as F from mmdet3d.core.bbox import DepthInstance3DBoxes from mmdet3d.core.post_processing import aligned_3d_nms from mmdet3d.models....
40,153
42.316073
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/roi_heads/mask_heads/primitive_head.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.cnn import ConvModule from mmcv.runner import BaseModule from torch import nn as nn from torch.nn import functional as F from mmdet3d.models.builder import build_loss from mmdet3d.models.model_utils import VoteModule from mmdet3d.ops import build_s...
42,353
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/roi_heads/mask_heads/pointwise_semantic_head.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.runner import BaseModule from torch import nn as nn from torch.nn import functional as F from mmdet3d.core.bbox.structures import rotation_3d_in_axis from mmdet3d.models.builder import build_loss from mmdet.core import multi_apply from mmdet.models...
8,114
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/segmentors/base.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import torch from mmcv.parallel import DataContainer as DC from mmcv.runner import auto_fp16 from os import path as osp from mmdet3d.core import show_seg_result from mmseg.models.segmentors import BaseSegmentor class Base3DSegmentor(BaseS...
5,203
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/segmentors/encoder_decoder.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from torch import nn as nn from torch.nn import functional as F from mmseg.core import add_prefix from mmseg.models import SEGMENTORS from ..builder import build_backbone, build_head, build_loss, build_neck from .base import Base3DSegmento...
19,013
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/model_utils/vote_module.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv import is_tuple_of from mmcv.cnn import ConvModule from torch import nn as nn from mmdet3d.models.builder import build_loss class VoteModule(nn.Module): """Vote module. Generate votes from seed point features. Args: in_chann...
7,274
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/model_utils/transformer.py
# Copyright (c) OpenMMLab. All rights reserved. from mmcv.cnn.bricks.registry import ATTENTION from mmcv.cnn.bricks.transformer import POSITIONAL_ENCODING, MultiheadAttention from torch import nn as nn @ATTENTION.register_module() class GroupFree3DMHA(MultiheadAttention): """A warpper for torch.nn.MultiheadAttent...
5,600
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/losses/chamfer_distance.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from torch import nn as nn from torch.nn.functional import l1_loss, mse_loss, smooth_l1_loss from mmdet.models.builder import LOSSES def chamfer_distance(src, dst, src_weight=1.0, dst_weight=1....
5,544
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/losses/paconv_regularization_loss.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from torch import nn as nn from mmdet3d.ops import PAConv, PAConvCUDA from mmdet.models.builder import LOSSES from mmdet.models.losses.utils import weight_reduce_loss def weight_correlation(conv): """Calculate correlations between kernel weights in Con...
4,085
36.486239
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/losses/axis_aligned_iou_loss.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from torch import nn as nn from mmdet.models.builder import LOSSES from mmdet.models.losses.utils import weighted_loss from ...core.bbox import AxisAlignedBboxOverlaps3D @weighted_loss def axis_aligned_iou_loss(pred, target): """Calculate the IoU loss ...
2,808
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/backbones/multi_backbone.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import torch import warnings from mmcv.cnn import ConvModule from mmcv.runner import BaseModule, auto_fp16 from torch import nn as nn from mmdet.models import BACKBONES, build_backbone @BACKBONES.register_module() class MultiBackbone(BaseModule): """Mul...
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/backbones/second.py
# Copyright (c) OpenMMLab. All rights reserved. import warnings from mmcv.cnn import build_conv_layer, build_norm_layer from mmcv.runner import BaseModule from torch import nn as nn from mmdet.models import BACKBONES @BACKBONES.register_module() class SECOND(BaseModule): """Backbone network for SECOND/PointPilla...
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/backbones/swin.py
# Copyright (c) OpenMMLab. All rights reserved. import warnings from copy import deepcopy import torch import torch.nn as nn import torch.nn.functional as F from mmcv.cnn import build_norm_layer, trunc_normal_init from mmcv.cnn.bricks.transformer import FFN, build_dropout from mmcv.cnn.utils.weight_init import constan...
31,596
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/backbones/base_pointnet.py
# Copyright (c) OpenMMLab. All rights reserved. import warnings from abc import ABCMeta from mmcv.runner import BaseModule class BasePointNet(BaseModule, metaclass=ABCMeta): """Base class for PointNet.""" def __init__(self, init_cfg=None, pretrained=None): super(BasePointNet, self).__init__(init_cfg)...
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/backbones/nostem_regnet.py
# Copyright (c) OpenMMLab. All rights reserved. from mmdet.models.backbones import RegNet from ..builder import BACKBONES @BACKBONES.register_module() class NoStemRegNet(RegNet): """RegNet backbone without Stem for 3D detection. More details can be found in `paper <https://arxiv.org/abs/2003.13678>`_ . ...
3,351
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/backbones/pointnet2_sa_msg.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.cnn import ConvModule from mmcv.runner import auto_fp16 from torch import nn as nn from mmdet3d.ops import build_sa_module from mmdet.models import BACKBONES from .base_pointnet import BasePointNet @BACKBONES.register_module() class PointNet2SAMS...
7,138
40.505814
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/models/backbones/pointnet2_sa_ssg.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.runner import auto_fp16 from torch import nn as nn from mmdet3d.ops import PointFPModule, build_sa_module from mmdet.models import BACKBONES from .base_pointnet import BasePointNet @BACKBONES.register_module() class PointNet2SASSG(BasePointNet): ...
5,561
37.625
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/datasets/custom_3d.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import tempfile import warnings from os import path as osp from torch.utils.data import Dataset from mmdet.datasets import DATASETS from ..core.bbox import get_box_type from .pipelines import Compose from .utils import extract_result_dict, ...
13,347
34.88172
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/datasets/nuscenes_dataset.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import pyquaternion import tempfile from nuscenes.utils.data_classes import Box as NuScenesBox from os import path as osp from mmdet.datasets import DATASETS from ..core import show_result from ..core.bbox import Box3DMode, Coord3DMode, LiD...
26,711
38.514793
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/datasets/utils.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv # yapf: disable from mmdet3d.datasets.pipelines import (Collect3D, DefaultFormatBundle3D, LoadAnnotations3D, LoadImageFromFileMono3D, LoadM...
5,763
39.879433
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/datasets/waymo_dataset.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import os import tempfile import torch from mmcv.utils import print_log from os import path as osp from mmdet.datasets import DATASETS from ..core.bbox import Box3DMode, points_cam2img from .kitti_dataset import KittiDataset @DATASETS.reg...
23,094
41.221207
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/datasets/nuscenes_mono_dataset.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import mmcv import numpy as np import pyquaternion import tempfile import torch import warnings from nuscenes.utils.data_classes import Box as NuScenesBox from os import path as osp from mmdet3d.core import bbox3d2result, box3d_multiclass_nms, xywhr2xyxyr fro...
32,384
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/datasets/kitti_dataset.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import mmcv import numpy as np import os import tempfile import torch from mmcv.utils import print_log from os import path as osp from mmdet.datasets import DATASETS from ..core import show_multi_modality_result, show_result from ..core.bbox import (Box3DMode...
30,997
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/datasets/lyft_dataset.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import os import pandas as pd import tempfile from lyft_dataset_sdk.lyftdataset import LyftDataset as Lyft from lyft_dataset_sdk.utils.data_classes import Box as LyftBox from os import path as osp from pyquaternion import Quaternion from mm...
22,029
38.40966
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/datasets/kitti_mono_dataset.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import mmcv import numpy as np import tempfile import torch from mmcv.utils import print_log from os import path as osp from mmdet.datasets import DATASETS from ..core.bbox import Box3DMode, CameraInstance3DBoxes, points_cam2img from .nuscenes_mono_dataset im...
23,163
40.290553
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/datasets/builder.py
# Copyright (c) OpenMMLab. All rights reserved. import platform from mmcv.utils import Registry, build_from_cfg from mmdet.datasets import DATASETS from mmdet.datasets.builder import _concat_dataset if platform.system() != 'Windows': # https://github.com/pytorch/pytorch/issues/973 import resource rlimit =...
1,795
39.818182
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/datasets/custom_3d_seg.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import tempfile import warnings from os import path as osp from torch.utils.data import Dataset from mmdet.datasets import DATASETS from mmseg.datasets import DATASETS as SEG_DATASETS from .pipelines import Compose from .utils import extrac...
16,362
35.281596
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/datasets/pipelines/loading.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import torch import torchvision from PIL import Image import numpy as np from mmdet3d.core.points import BasePoints, get_points_type from mmdet.datasets.builder import PIPELINES from mmdet.datasets.pipelines import LoadAnnotations, LoadImageFromFile def get...
31,988
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/datasets/pipelines/transforms_3d.py
# Copyright (c) OpenMMLab. All rights reserved. import torch import numpy as np import warnings from mmcv import is_tuple_of from mmcv.utils import build_from_cfg from mmdet3d.core import VoxelGenerator from mmdet3d.core.bbox import (CameraInstance3DBoxes, DepthInstance3DBoxes, LiDARInst...
58,564
38.570946
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/tools/test.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse from black import out import mmcv import os import torch import warnings from mmcv import Config, DictAction from mmcv.cnn import fuse_conv_bn from mmcv.parallel import MMDataParallel, MMDistributedDataParallel from mmcv.runner import (get_dist_info, init_...
10,783
37.514286
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/tools/robust_test.py
# Copyright (c) OpenMMLab. All rights reserved. # --------------------------------------------- # Modified by Shaoyuan Xie # --------------------------------------------- import argparse import mmcv import os import torch import warnings from mmcv import Config, DictAction from mmcv.cnn import fuse_conv_bn from mmcv.p...
11,626
39.653846
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/tools/train.py
# Copyright (c) OpenMMLab. All rights reserved. from __future__ import division import argparse import copy import mmcv import os import time import torch import warnings from mmcv import Config, DictAction from mmcv.runner import get_dist_info, init_dist from os import path as osp from mmdet import __version__ as mm...
9,633
36.780392
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/tools/data_converter/create_gt_database.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import pickle from mmcv import track_iter_progress from mmcv.ops import roi_align from os import path as osp from pycocotools import mask as maskUtils from pycocotools.coco import COCO from mmdet3d.core.bbox import box_np_ops as box_np_ops ...
12,654
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/tools/misc/fuse_conv_bn.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import torch from mmcv.runner import save_checkpoint from torch import nn as nn from mmdet.apis import init_model def fuse_conv_bn(conv, bn): """During inference, the functionary of batch norm layers is turned off but only the mean and var alone...
2,240
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/tools/model_converters/publish_model.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import subprocess import torch def parse_args(): parser = argparse.ArgumentParser( description='Process a checkpoint to be published') parser.add_argument('in_file', help='input checkpoint filename') parser.add_argument('out_file', he...
1,075
28.888889
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/tools/model_converters/regnet2mmdet.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import torch from collections import OrderedDict def convert_stem(model_key, model_weight, state_dict, converted_names): new_key = model_key.replace('stem.conv', 'conv1') new_key = new_key.replace('stem.bn', 'bn1') state_dict[new_key] = model...
3,062
33.033333
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/tools/model_converters/convert_h3dnet_checkpoints.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import tempfile import torch from mmcv import Config from mmcv.runner import load_state_dict from mmdet3d.models import build_detector def parse_args(): parser = argparse.ArgumentParser( description='MMDet3D upgrade model version(before v0.6...
6,152
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/tools/model_converters/convert_votenet_checkpoints.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import tempfile import torch from mmcv import Config from mmcv.runner import load_state_dict from mmdet3d.models import build_detector def parse_args(): parser = argparse.ArgumentParser( description='MMDet3D upgrade model version(before v0.6...
5,090
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/tools/analysis_tools/benchmark.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import time import torch from mmcv import Config from mmcv.parallel import MMDataParallel from mmcv.runner import load_checkpoint, wrap_fp16_model from mmdet3d.datasets import build_dataloader, build_dataset from mmdet3d.models import build_detector from ...
2,987
30.125
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/tools/analysis_tools/get_flops.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import torch import os from mmcv import Config, DictAction from mmdet3d.models import build_model try: from mmcv.cnn import get_model_complexity_info except ImportError: raise ImportError('Please upgrade mmcv to >0.6.2') import pdb def parse_a...
4,138
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/fcos3d/fcos3d_r101_caffe_fpn_gn-head_dcn_2x8_1x_nus-mono3d_finetune.py
_base_ = './fcos3d_r101_caffe_fpn_gn-head_dcn_2x8_1x_nus-mono3d.py' # model settings model = dict( train_cfg=dict( code_weight=[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.05, 0.05])) # optimizer optimizer = dict(lr=0.001) load_from = 'work_dirs/fcos3d_nus/latest.pth'
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/imvotenet/imvotenet_stage2_16x8_sunrgbd-3d-10class.py
_base_ = [ '../_base_/datasets/sunrgbd-3d-10class.py', '../_base_/schedules/schedule_3x.py', '../_base_/default_runtime.py', '../_base_/models/imvotenet_image.py' ] class_names = ('bed', 'table', 'sofa', 'chair', 'toilet', 'desk', 'dresser', 'night_stand', 'bookshelf', 'bathtub') # use caff...
9,238
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/imvotenet/imvotenet_faster_rcnn_r50_fpn_2x4_sunrgbd-3d-10class.py
_base_ = [ '../_base_/datasets/sunrgbd-3d-10class.py', '../_base_/default_runtime.py', '../_base_/models/imvotenet_image.py' ] # use caffe img_norm img_norm_cfg = dict( mean=[103.530, 116.280, 123.675], std=[1.0, 1.0, 1.0], to_rgb=False) train_pipeline = [ dict(type='LoadImageFromFile'), dict(type...
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32.677966
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/nuimages/mask_rcnn_r50_caffe_fpn_1x_nuim.py
_base_ = [ '../_base_/models/mask_rcnn_r50_fpn.py', '../_base_/datasets/nuim_instance.py', '../_base_/schedules/mmdet_schedule_1x.py', '../_base_/default_runtime.py' ] model = dict( pretrained='open-mmlab://detectron2/resnet50_caffe', backbone=dict(norm_cfg=dict(requires_grad=False), style='caffe'),...
1,636
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/nuimages/mask_rcnn_r50_caffe_fpn_coco-3x_20e_nuim.py
_base_ = [ '../_base_/models/mask_rcnn_r50_fpn.py', '../_base_/datasets/nuim_instance.py', '../_base_/schedules/mmdet_schedule_1x.py', '../_base_/default_runtime.py' ] model = dict( pretrained='open-mmlab://detectron2/resnet50_caffe', backbone=dict(norm_cfg=dict(requires_grad=False), style='caffe'),...
1,945
35.716981
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/nuimages/mask_rcnn_r50_caffe_fpn_coco-3x_1x_nuim.py
_base_ = [ '../_base_/models/mask_rcnn_r50_fpn.py', '../_base_/datasets/nuim_instance.py', '../_base_/schedules/mmdet_schedule_1x.py', '../_base_/default_runtime.py' ] model = dict( pretrained='open-mmlab://detectron2/resnet50_caffe', backbone=dict(norm_cfg=dict(requires_grad=False), style='caffe'),...
1,866
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/nuimages/htc_without_semantic_r50_fpn_1x_nuim.py
_base_ = [ '../_base_/datasets/nuim_instance.py', '../_base_/schedules/mmdet_schedule_1x.py', '../_base_/default_runtime.py' ] # model settings model = dict( type='HybridTaskCascade', pretrained='torchvision://resnet50', backbone=dict( type='ResNet', depth=50, num_stages=4, ...
7,693
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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/nuimages/mask_rcnn_x101_32x4d_fpn_1x_nuim.py
_base_ = './mask_rcnn_r50_fpn_1x_nuim.py' model = dict( pretrained='open-mmlab://resnext101_32x4d', backbone=dict( type='ResNeXt', depth=101, groups=32, base_width=4, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN',...
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py