Method

a single-stage frameless target detector based on Transformer. [T-SSD]
[Anonymous Submission]

Submitted on 23 Oct. 2024 06:15 by
[Anonymous Submission]

Running time:0.04
Environment:1 core @ 2.0 Ghz (C/C++)

Method Description:
My algorithm is to solve the problem that 3DSSD
can't fully capture all the complex spatial
relationships and subtle differences between
objects in the face of complex scenes (for
example, there are a large number of objects
overlapping, occlusion or diversification of
object categories), and propose a single-stage
frameless target detector based on Transformer.
Parameters:
Python: 3.8.19 PyTorch: 2.0.1cuda-11.8
lr = 0.002 max_epochs=100
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) 96.06 % 90.65 % 85.54 %
Car (Orientation) 96.05 % 90.56 % 85.37 %
Car (3D Detection) 86.97 % 76.00 % 69.11 %
Car (Bird's Eye View) 92.50 % 86.50 % 81.30 %
Pedestrian (Detection) 53.86 % 43.31 % 40.96 %
Pedestrian (Orientation) 52.44 % 41.55 % 39.16 %
Pedestrian (3D Detection) 39.36 % 31.36 % 29.14 %
Pedestrian (Bird's Eye View) 43.33 % 35.17 % 33.02 %
Cyclist (Detection) 83.96 % 69.08 % 64.75 %
Cyclist (Orientation) 83.84 % 68.83 % 64.41 %
Cyclist (3D Detection) 76.05 % 60.70 % 55.28 %
Cyclist (Bird's Eye View) 82.12 % 65.13 % 59.42 %
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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