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RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/regnet/hv_pointpillars_regnet-400mf_fpn_sbn-all_4x8_2x_nus-3d.py
_base_ = [ '../_base_/models/hv_pointpillars_fpn_nus.py', '../_base_/datasets/nus-3d.py', '../_base_/schedules/schedule_2x.py', '../_base_/default_runtime.py', ] # model settings model = dict( type='MVXFasterRCNN', pts_backbone=dict( _delete_=True, type='NoStemRegNet', ar...
793
30.76
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/regnet/hv_pointpillars_regnet-400mf_fpn_sbn-all_2x8_2x_lyft-3d.py
_base_ = [ '../_base_/models/hv_pointpillars_fpn_lyft.py', '../_base_/datasets/lyft-3d.py', '../_base_/schedules/schedule_2x.py', '../_base_/default_runtime.py', ] # model settings model = dict( type='MVXFasterRCNN', pts_backbone=dict( _delete_=True, type='NoStemRegNet', ...
795
30.84
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/regnet/hv_pointpillars_regnet-400mf_fpn_sbn-all_range100_2x8_2x_lyft-3d.py
_base_ = [ '../_base_/models/hv_pointpillars_fpn_range100_lyft.py', '../_base_/datasets/range100_lyft-3d.py', '../_base_/schedules/schedule_2x.py', '../_base_/default_runtime.py', ] # model settings model = dict( type='MVXFasterRCNN', pts_backbone=dict( _delete_=True, type='NoSte...
813
31.56
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/regnet/hv_pointpillars_regnet-1.6gf_fpn_sbn-all_4x8_2x_nus-3d.py
_base_ = [ '../_base_/models/hv_pointpillars_fpn_nus.py', '../_base_/datasets/nus-3d.py', '../_base_/schedules/schedule_2x.py', '../_base_/default_runtime.py', ] # model settings model = dict( type='MVXFasterRCNN', pts_backbone=dict( _delete_=True, type='NoStemRegNet', ar...
744
28.8
72
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/mvxnet/dv_mvx-fpn_second_secfpn_adamw_2x8_80e_kitti-3d-3class.py
_base_ = ['../_base_/schedules/cosine.py', '../_base_/default_runtime.py'] # model settings voxel_size = [0.05, 0.05, 0.1] point_cloud_range = [0, -40, -3, 70.4, 40, 1] model = dict( type='DynamicMVXFasterRCNN', img_backbone=dict( type='ResNet', depth=50, num_stages=4, out_indi...
8,599
33.126984
193
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/robust_test/solofusion-rr50-shortonly-fp16.py
""" R50, Short-Term Only, No CBGS No Phase 1 pre-training for short-term only. Released Checkpoint Results: mAP: 0.3439 ...
16,456
37.450935
364
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/robust_test/solofusion-rr50-fp16-cbgs_phase2.py
""" R50, Long-Term, Short-Term, CBGS; (Phase 2) Phase 1: We pre-train without long-term fusion for 6 epochs, similar to what is done in NeuralRecon. The concatenation module is simply bypassed. Training Phase 1 for 6 non-CBGS epochs is sufficient to initialize the model. Phase 2: We load Part 1 weights and co...
17,234
37.730337
364
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/robust_test/solofusion-r50-fp16_phase2.py
""" R50, Long-Term, Short-Term, No CBGS; (Phase 2) Phase 1: We pre-train without long-term fusion for 6 epochs, similar to what is done in NeuralRecon. The concatenation module is simply bypassed. Phase 2: We load Part 1 weights and continue training for for the remaining 18 epochs, completing the 24-epoch tr...
16,940
37.678082
364
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/robust_test/solofusion-rr50-longonly-fp16_phase2.py
""" R50, Long-Term Only, No CBGS; (Phase 2) Phase 1: We pre-train without long-term fusion for 6 epochs, similar to what is done in NeuralRecon. The concatenation module is simply bypassed. Phase 2: We load Part 1 weights and continue training for for the remaining 18 epochs, completing the 24-epoch training ...
16,701
37.662037
364
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/bevdepth/bevdepth-r50.py
# Copyright (c) Phigent Robotics. All rights reserved. _base_ = ['../_base_/datasets/nus-3d.py', '../_base_/default_runtime.py'] # Global # If point cloud range is changed, the models should also change their point # cloud range accordingly point_cloud_range = [-51.2, -51.2, -5.0, 51.2, 51.2, 3.0] # For nuSc...
9,241
34.683398
92
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/bevdepth/bevdepth4d-r50.py
# Copyright (c) Phigent Robotics. All rights reserved. _base_ = ['../_base_/datasets/nus-3d.py', '../_base_/default_runtime.py'] # Global # If point cloud range is changed, the models should also change their point # cloud range accordingly point_cloud_range = [-51.2, -51.2, -5.0, 51.2, 51.2, 3.0] # For nuSc...
10,596
36.182456
103
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/_base_/models/cascade_mask_rcnn_r50_fpn.py
# model settings model = dict( type='CascadeRCNN', pretrained='torchvision://resnet50', backbone=dict( type='ResNet', depth=50, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN', requires_grad=True), norm_eval=True, ...
6,976
33.711443
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/_base_/models/mask_rcnn_r50_fpn.py
# model settings model = dict( type='MaskRCNN', pretrained='torchvision://resnet50', backbone=dict( type='ResNet', depth=50, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN', requires_grad=True), norm_eval=True, ...
4,080
31.648
78
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/_base_/models/fcos3d.py
model = dict( type='FCOSMono3D', pretrained='open-mmlab://detectron2/resnet101_caffe', backbone=dict( type='ResNet', depth=101, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN', requires_grad=False), norm_eval=True, ...
2,279
29.4
77
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/_base_/models/imvotenet_image.py
model = dict( type='ImVoteNet', img_backbone=dict( type='ResNet', depth=50, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN', requires_grad=False), norm_eval=True, style='caffe'), img_neck=dict( type='FPN...
3,563
31.697248
77
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/_base_/schedules/cyclic_40e.py
# The schedule is usually used by models trained on KITTI dataset # The learning rate set in the cyclic schedule is the initial learning rate # rather than the max learning rate. Since the target_ratio is (10, 1e-4), # the learning rate will change from 0.0018 to 0.018, than go to 0.0018*1e-4 lr = 0.0018 # The optimiz...
1,572
48.15625
150
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/solofusion/r50-fp16-cbgs_phase2.py
""" R50, Long-Term, Short-Term, CBGS; (Phase 2) Phase 1: We pre-train without long-term fusion for 6 epochs, similar to what is done in NeuralRecon. The concatenation module is simply bypassed. Training Phase 1 for 6 non-CBGS epochs is sufficient to initialize the model. Phase 2: We load Part 1 weights and co...
16,473
36.697941
364
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/solofusion/r50-fp16_phase1.py
""" R50, Long-Term, Short-Term, No CBGS; (Phase 1) Phase 1: We pre-train without long-term fusion for 6 epochs, similar to what is done in NeuralRecon. The concatenation module is simply bypassed. Phase 2: We load Part 1 weights and continue training for for the remaining 18 epochs, completing the 24-epoch tr...
15,196
36.339066
80
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/solofusion/r50-fp16_phase2.py
""" R50, Long-Term, Short-Term, No CBGS; (Phase 2) Phase 1: We pre-train without long-term fusion for 6 epochs, similar to what is done in NeuralRecon. The concatenation module is simply bypassed. Phase 2: We load Part 1 weights and continue training for for the remaining 18 epochs, completing the 24-epoch tr...
16,223
36.730233
364
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/solofusion/r50-longonly-fp16_phase1.py
""" R50, Long-Term Only, No CBGS; (Phase 1) Phase 1: We pre-train without long-term fusion for 6 epochs, similar to what is done in NeuralRecon. The concatenation module is simply bypassed. Phase 2: We load Part 1 weights and continue training for for the remaining 18 epochs, completing the 24-epoch training ...
14,913
36.19202
80
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/solofusion/r50-fp16-cbgs_phase1.py
""" R50, Long-Term, Short-Term, CBGS; (Phase 1) Phase 1: We pre-train without long-term fusion for 6 epochs, similar to what is done in NeuralRecon. The concatenation module is simply bypassed. Training Phase 1 for 6 non-CBGS epochs is sufficient to initialize the model. Phase 2: We load Part 1 weights and co...
15,429
36.270531
80
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/solofusion/r50-longonly-fp16_phase2.py
""" R50, Long-Term Only, No CBGS; (Phase 2) Phase 1: We pre-train without long-term fusion for 6 epochs, similar to what is done in NeuralRecon. The concatenation module is simply bypassed. Phase 2: We load Part 1 weights and continue training for for the remaining 18 epochs, completing the 24-epoch training ...
15,949
36.617925
364
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/solofusion/r50-shortonly-fp16.py
""" R50, Short-Term Only, No CBGS No Phase 1 pre-training for short-term only. Released Checkpoint Results: mAP: 0.3439 ...
15,704
36.392857
364
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/imvoxelnet/imvoxelnet_4x8_kitti-3d-car.py
model = dict( type='ImVoxelNet', backbone=dict( type='ResNet', depth=50, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN', requires_grad=False), norm_eval=True, init_cfg=dict(type='Pretrained', checkpoint='torchvisio...
5,125
30.838509
78
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/free_anchor/hv_pointpillars_regnet-1.6gf_fpn_sbn-all_free-anchor_strong-aug_4x8_3x_nus-3d.py
_base_ = './hv_pointpillars_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py' model = dict( pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch='regnetx_1.6gf', init_cfg=dict( type='Pretrained', checkpoint='open-mmlab://regnetx_1.6gf'), out_indices=(1, 2, 3), ...
2,504
34.28169
76
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/free_anchor/hv_pointpillars_regnet-400mf_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py
_base_ = './hv_pointpillars_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py' model = dict( pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch='regnetx_400mf', init_cfg=dict( type='Pretrained', checkpoint='open-mmlab://regnetx_400mf'), out_indices=(1, 2, 3), ...
593
30.263158
72
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/free_anchor/hv_pointpillars_regnet-3.2gf_fpn_sbn-all_free-anchor_strong-aug_4x8_3x_nus-3d.py
_base_ = './hv_pointpillars_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py' model = dict( pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch='regnetx_3.2gf', init_cfg=dict( type='Pretrained', checkpoint='open-mmlab://regnetx_3.2gf'), out_indices=(1, 2, 3), ...
2,503
34.267606
76
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/free_anchor/hv_pointpillars_regnet-1.6gf_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py
_base_ = './hv_pointpillars_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py' model = dict( pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch='regnetx_1.6gf', init_cfg=dict( type='Pretrained', checkpoint='open-mmlab://regnetx_1.6gf'), out_indices=(1, 2, 3), ...
594
30.315789
72
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/free_anchor/hv_pointpillars_regnet-3.2gf_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py
_base_ = './hv_pointpillars_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py' model = dict( pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch='regnetx_3.2gf', init_cfg=dict( type='Pretrained', checkpoint='open-mmlab://regnetx_3.2gf'), out_indices=(1, 2, 3), ...
595
30.368421
72
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/bevdet/bevdet-r50.py
# Copyright (c) Phigent Robotics. All rights reserved. _base_ = ['../_base_/datasets/nus-3d.py', '../_base_/default_runtime.py'] # Global # If point cloud range is changed, the models should also change their point # cloud range accordingly point_cloud_range = [-51.2, -51.2, -5.0, 51.2, 51.2, 3.0] # For nuSc...
8,482
33.766393
92
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/ssn/hv_ssn_regnet-400mf_secfpn_sbn-all_2x16_2x_nus-3d.py
_base_ = './hv_ssn_secfpn_sbn-all_2x16_2x_nus-3d.py' # model settings model = dict( type='MVXFasterRCNN', pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch=dict(w0=24, wa=24.48, wm=2.54, group_w=16, depth=22, bot_mul=1.0), init_cfg=dict( type='Pretrained', c...
668
32.45
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/configs/ssn/hv_ssn_regnet-400mf_secfpn_sbn-all_1x16_2x_lyft-3d.py
_base_ = './hv_ssn_secfpn_sbn-all_2x16_2x_lyft-3d.py' # model settings model = dict( type='MVXFasterRCNN', pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch=dict(w0=24, wa=24.48, wm=2.54, group_w=16, depth=22, bot_mul=1.0), init_cfg=dict( type='Pretrained', ...
738
32.590909
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/docs/conf.py
# Configuration file for the Sphinx documentation builder. # # This file only contains a selection of the most common options. For a full # list see the documentation: # https://www.sphinx-doc.org/en/master/usage/configuration.html # -- Path setup -------------------------------------------------------------- # If ex...
6,403
31.02
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/apis/inference.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import re import torch from copy import deepcopy from mmcv.parallel import collate, scatter from mmcv.runner import load_checkpoint from os import path as osp from mmdet3d.core import (Box3DMode, CameraInstance3DBoxes, ...
16,723
33.0611
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/apis/test.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import torch from mmcv.image import tensor2imgs from os import path as osp from mmdet3d.models import (Base3DDetector, Base3DSegmentor, SingleStageMono3DDetector) def single_gpu_test(model, data_loader, ...
3,108
35.576471
78
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/apis/mmdet_train.py
# https://raw.githubusercontent.com/open-mmlab/mmdetection/v2.14.0/mmdet/apis/train.py import random import warnings import numpy as np import torch from mmcv.parallel import MMDataParallel, MMDistributedDataParallel from mmcv.runner import (HOOKS, DistSamplerSeedHook, EpochBasedRunner, Fp16O...
6,751
36.72067
90
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/evaluation/seg_eval.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np from mmcv.utils import print_log from terminaltables import AsciiTable def fast_hist(preds, labels, num_classes): """Compute the confusion matrix for every batch. Args: preds (np.ndarray): Prediction labels of points with shape of ...
3,743
27.363636
78
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/evaluation/indoor_eval.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmcv.utils import print_log from terminaltables import AsciiTable def average_precision(recalls, precisions, mode='area'): """Calculate average precision (for single or multiple scales). Args: recalls (np.ndarray): R...
11,085
34.646302
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/evaluation/kitti_utils/rotate_iou.py
# Copyright (c) OpenMMLab. All rights reserved. ##################### # Based on https://github.com/hongzhenwang/RRPN-revise # Licensed under The MIT License # Author: yanyan, scrin@foxmail.com ##################### import math import numba import numpy as np from numba import cuda @numba.jit(nopython=True) def div_u...
13,315
34.042105
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/post_processing/merge_augs.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet3d.ops.iou3d.iou3d_utils import nms_gpu, nms_normal_gpu from ..bbox import bbox3d2result, bbox3d_mapping_back, xywhr2xyxyr def merge_aug_bboxes_3d(aug_results, img_metas, test_cfg): """Merge augmented detection 3D bboxes and scores. Args...
3,495
36.591398
78
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/post_processing/box3d_nms.py
# Copyright (c) OpenMMLab. All rights reserved. import numba import numpy as np import torch from mmdet3d.ops.iou3d.iou3d_utils import nms_gpu, nms_normal_gpu def box3d_multiclass_nms(mlvl_bboxes, mlvl_bboxes_for_nms, mlvl_scores, score_thr, ...
8,007
35.235294
77
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/box_np_ops.py
# Copyright (c) OpenMMLab. All rights reserved. # TODO: clean the functions in this file and move the APIs into box structures # in the future import numba import numpy as np def camera_to_lidar(points, r_rect, velo2cam): """Convert points in camera coordinate to lidar coordinate. Args: points (np.n...
33,537
36.389075
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/transforms.py
# Copyright (c) OpenMMLab. All rights reserved. import torch def bbox3d_mapping_back(bboxes, scale_factor, flip_horizontal, flip_vertical): """Map bboxes from testing scale to original image scale. Args: bboxes (:obj:`BaseInstance3DBoxes`): Boxes to be mapped back. scale_factor (float): Scale...
2,414
30.363636
78
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/iou_calculators/iou3d_calculator.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet.core.bbox import bbox_overlaps from mmdet.core.bbox.iou_calculators.builder import IOU_CALCULATORS from ..structures import get_box_type @IOU_CALCULATORS.register_module() class BboxOverlapsNearest3D(object): """Nearest 3D IoU Calculator. ...
12,522
37.891304
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/samplers/iou_neg_piecewise_sampler.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet.core.bbox.builder import BBOX_SAMPLERS from . import RandomSampler, SamplingResult @BBOX_SAMPLERS.register_module() class IoUNegPiecewiseSampler(RandomSampler): """IoU Piece-wise Sampling. Sampling negtive proposals according to a list ...
6,861
42.157233
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/coders/anchor_free_bbox_coder.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmdet.core.bbox.builder import BBOX_CODERS from .partial_bin_based_bbox_coder import PartialBinBasedBBoxCoder @BBOX_CODERS.register_module() class AnchorFreeBBoxCoder(PartialBinBasedBBoxCoder): """Anchor free bbox coder for 3D b...
4,367
32.343511
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/coders/groupfree3d_bbox_coder.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmdet.core.bbox.builder import BBOX_CODERS from .partial_bin_based_bbox_coder import PartialBinBasedBBoxCoder @BBOX_CODERS.register_module() class GroupFree3DBBoxCoder(PartialBinBasedBBoxCoder): """Modified partial bin based bbo...
7,202
36.712042
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/coders/delta_xyzwhlr_bbox_coder.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet.core.bbox import BaseBBoxCoder from mmdet.core.bbox.builder import BBOX_CODERS @BBOX_CODERS.register_module() class DeltaXYZWLHRBBoxCoder(BaseBBoxCoder): """Bbox Coder for 3D boxes. Args: code_size (int): The dimension of boxes ...
3,122
32.945652
78
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/coders/centerpoint_bbox_coders.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet.core.bbox import BaseBBoxCoder from mmdet.core.bbox.builder import BBOX_CODERS @BBOX_CODERS.register_module() class CenterPointBBoxCoder(BaseBBoxCoder): """Bbox coder for CenterPoint. Args: pc_range (list[float]): Range of point...
8,591
36.519651
78
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/coders/partial_bin_based_bbox_coder.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmdet.core.bbox import BaseBBoxCoder from mmdet.core.bbox.builder import BBOX_CODERS @BBOX_CODERS.register_module() class PartialBinBasedBBoxCoder(BaseBBoxCoder): """Partial bin based bbox coder. Args: num_dir_bins ...
9,146
36.797521
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/structures/depth_box3d.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmdet3d.core.points import BasePoints from mmdet3d.ops import points_in_boxes_batch from .base_box3d import BaseInstance3DBoxes from .utils import limit_period, rotation_3d_in_axis class DepthInstance3DBoxes(BaseInstance3DBoxes): ...
13,666
38.729651
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py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/structures/cam_box3d.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmdet3d.core.points import BasePoints from .base_box3d import BaseInstance3DBoxes from .utils import limit_period, rotation_3d_in_axis class CameraInstance3DBoxes(BaseInstance3DBoxes): """3D boxes of instances in CAM coordinates...
12,716
38.129231
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/structures/base_box3d.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from abc import abstractmethod from mmdet3d.ops.iou3d import iou3d_cuda from .utils import limit_period, xywhr2xyxyr class BaseInstance3DBoxes(object): """Base class for 3D Boxes. Note: The box is bottom centered, i.e. t...
16,502
34.720779
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/structures/utils.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from logging import warning def limit_period(val, offset=0.5, period=np.pi): """Limit the value into a period for periodic function. Args: val (torch.Tensor): The value to be converted. offset (float, optional): O...
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py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/structures/box_3d_mode.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from enum import IntEnum, unique from .base_box3d import BaseInstance3DBoxes from .cam_box3d import CameraInstance3DBoxes from .depth_box3d import DepthInstance3DBoxes from .lidar_box3d import LiDARInstance3DBoxes @unique class Box3DMode...
6,034
35.137725
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/structures/lidar_box3d.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmdet3d.core.points import BasePoints from mmdet3d.ops.roiaware_pool3d import points_in_boxes_gpu from .base_box3d import BaseInstance3DBoxes from .utils import limit_period, rotation_3d_in_axis class LiDARInstance3DBoxes(BaseInstan...
10,528
37.852399
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/bbox/structures/coord_3d_mode.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from enum import IntEnum, unique from mmdet3d.core.points import (BasePoints, CameraPoints, DepthPoints, LiDARPoints) from .base_box3d import BaseInstance3DBoxes from .cam_box3d import CameraInstance3DBoxes...
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37.758865
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py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/points/cam_points.py
# Copyright (c) OpenMMLab. All rights reserved. from .base_points import BasePoints class CameraPoints(BasePoints): """Points of instances in CAM coordinates. Args: tensor (torch.Tensor | np.ndarray | list): a N x points_dim matrix. points_dim (int): Number of the dimension of a point. ...
2,866
39.380282
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py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/points/base_points.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch import warnings from abc import abstractmethod class BasePoints(object): """Base class for Points. Args: tensor (torch.Tensor | np.ndarray | list): a N x points_dim matrix. points_dim (int): Number of the dimensio...
16,655
37.114416
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py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/points/lidar_points.py
# Copyright (c) OpenMMLab. All rights reserved. from .base_points import BasePoints class LiDARPoints(BasePoints): """Points of instances in LIDAR coordinates. Args: tensor (torch.Tensor | np.ndarray | list): a N x points_dim matrix. points_dim (int): Number of the dimension of a point. ...
2,868
39.408451
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py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/points/depth_points.py
# Copyright (c) OpenMMLab. All rights reserved. from .base_points import BasePoints class DepthPoints(BasePoints): """Points of instances in DEPTH coordinates. Args: tensor (torch.Tensor | np.ndarray | list): a N x points_dim matrix. points_dim (int): Number of the dimension of a point. ...
2,868
39.408451
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py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/utils/gaussian.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch def gaussian_2d(shape, sigma=1): """Generate gaussian map. Args: shape (list[int]): Shape of the map. sigma (float): Sigma to generate gaussian map. Defaults to 1. Returns: np.ndarray: Gen...
2,538
28.183908
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py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/core/visualizer/open3d_vis.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import numpy as np import torch try: import open3d as o3d from open3d import geometry except ImportError: raise ImportError( 'Please run "pip install open3d" to install open3d first.') def _draw_points(points, vis, ...
17,728
38.93018
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py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/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 def project_pts_on_img(points, raw_img, lidar2img_rt, max_distance=70, thickness=-1): ...
7,761
38.005025
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py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/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/SOLOFusion/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/SOLOFusion/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
32.569444
78
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/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
75
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/models/detectors/bevdet.py
# Copyright (c) Phigent Robotics. All rights reserved. import torch from mmcv.runner import force_fp32 import torch.nn.functional as F from mmdet.models import DETECTORS from .centerpoint import CenterPoint from .. import builder @DETECTORS.register_module() class BEVDet(CenterPoint): def __init__(self, img_vie...
25,532
44.19115
114
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/models/detectors/solofusion.py
import os import copy import math import pdb import torch import torch.nn as nn import torch.nn.functional as F from mmcv.runner import force_fp32, auto_fp16 from mmcv.ops.nms import batched_nms from mmdet.models import DETECTORS from mmdet.core.post_processing.bbox_nms import multiclass_nms from mmdet3d.ops import be...
22,900
48.249462
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py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/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/SOLOFusion/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/SOLOFusion/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
34.611511
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/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
78
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/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
79
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/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
82
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/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/SOLOFusion/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/SOLOFusion/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
41.962149
138
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/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/SOLOFusion/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 @DETECTORS.register_module() class CenterPoint(MVXTwoStageDetector): """Base class of Multi-modality VoxelNet....
8,315
41.428571
78
py
RoboBEV
RoboBEV-master/zoo/SOLOFusion/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/SOLOFusion/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
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RoboBEV
RoboBEV-master/zoo/SOLOFusion/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
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RoboBEV
RoboBEV-master/zoo/SOLOFusion/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/SOLOFusion/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
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RoboBEV
RoboBEV-master/zoo/SOLOFusion/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/SOLOFusion/mmdet3d/models/necks/view_transformer_solofusion.py
import os import copy import pdb import torch import torch.nn as nn import torch.nn.functional as F import torch.cuda.amp as amp from torch.nn.utils.rnn import pad_sequence from scipy.ndimage import gaussian_filter1d from mmcv.runner import BaseModule, force_fp32, auto_fp16 from mmdet3d.ops import bev_pool from mmcv....
21,608
58.365385
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RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/models/necks/view_transformer.py
# Copyright (c) Phigent Robotics. All rights reserved. import torch import torch.nn as nn from mmcv.runner import BaseModule from ..builder import NECKS from mmdet3d.ops import bev_pool from mmcv.cnn import build_conv_layer from .. import builder def gen_dx_bx(xbound, ybound, zbound): dx = torch.Tensor([row[2] f...
14,728
40.84375
110
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RoboBEV
RoboBEV-master/zoo/SOLOFusion/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/SOLOFusion/mmdet3d/models/necks/fpn.py
import torch.nn as nn import torch.nn.functional as F from mmcv.cnn import ConvModule from mmcv.runner import BaseModule, auto_fp16 from ..builder import NECKS @NECKS.register_module() class FPNForBEVDet(BaseModule): r"""Feature Pyramid Network. This is an implementation of paper `Feature Pyramid Networks f...
8,757
41.721951
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RoboBEV
RoboBEV-master/zoo/SOLOFusion/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): ...
4,249
38.351852
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RoboBEV
RoboBEV-master/zoo/SOLOFusion/mmdet3d/models/necks/lss_fpn.py
# Copyright (c) Phigent Robotics. All rights reserved. import torch import torch.nn as nn from mmcv.cnn import build_norm_layer from mmdet.models import NECKS @NECKS.register_module() class FPN_LSS(nn.Module): def __init__(self, in_channels, out_channels, scale_factor=4, input_feature_index = (0...
2,497
39.95082
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RoboBEV
RoboBEV-master/zoo/SOLOFusion/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
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RoboBEV
RoboBEV-master/zoo/SOLOFusion/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/SOLOFusion/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
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RoboBEV
RoboBEV-master/zoo/SOLOFusion/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
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RoboBEV
RoboBEV-master/zoo/SOLOFusion/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
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RoboBEV
RoboBEV-master/zoo/SOLOFusion/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/SOLOFusion/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
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py