Method

Amazing New Method-9527 [ANM-9527]


Submitted on 26 Aug. 2026 09:35 by
Alan Jie (Southeast University)

Running time:1 s
Environment:1 core @ 2.5 Ghz (Python)

Method Description:
Two-Stage Method for test KITTI.Improvements over Acess-FN-DHV-IA-SA.
Parameters:
OPTIMIZATION:
BATCH_SIZE_PER_GPU: 6
NUM_EPOCHS: 80

OPTIMIZER: adam_onecycle
LR: 0.01
WEIGHT_DECAY: 0.01
MOMENTUM: 0.9

MOMS: [0.95, 0.85]
PCT_START: 0.4
DIV_FACTOR: 10
DECAY_STEP_LIST: [35, 45]
LR_DECAY: 0.1
LR_CLIP: 0.0000001

LR_WARMUP: False
WARMUP_EPOCH: 1

GRAD_NORM_CLIP: 10
Latex Bibtex:

Detailed Results

Object detection and orientation estimation results. Results for object detection are given in terms of average precision (AP) and results for joint object detection and orientation estimation are provided in terms of average orientation similarity (AOS).


Benchmark Easy Moderate Hard
Car (Detection) 96.12 % 93.24 % 88.17 %
Car (Orientation) 96.07 % 93.03 % 87.88 %
Car (3D Detection) 87.23 % 76.95 % 71.77 %
Car (Bird's Eye View) 92.41 % 86.86 % 81.66 %
Pedestrian (Detection) 69.33 % 57.61 % 53.89 %
Pedestrian (Orientation) 66.31 % 54.27 % 50.39 %
Pedestrian (3D Detection) 48.23 % 40.61 % 37.31 %
Pedestrian (Bird's Eye View) 52.14 % 44.32 % 42.11 %
Cyclist (Detection) 85.03 % 70.73 % 63.88 %
Cyclist (Orientation) 84.76 % 70.45 % 63.54 %
Cyclist (3D Detection) 78.68 % 60.86 % 54.10 %
Cyclist (Bird's Eye View) 82.06 % 65.96 % 57.51 %
This table as LaTeX


2D object detection results.
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Orientation estimation results.
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3D object detection results.
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Bird's eye view results.
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2D object detection results.
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Orientation estimation results.
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3D object detection results.
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Bird's eye view results.
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2D object detection results.
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Orientation estimation results.
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3D object detection results.
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Bird's eye view results.
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