notesum.ai

Published at November 27

cs.CV

Released Date: November 27, 2024

Authors: Renshuai Tao¹, Haoyu Wang¹, Yuzhe Guo¹, Hairong Chen¹, Li Zhang², Xianglong Liu³, Yunchao Wei¹, Yao Zhao¹

Aff.: ¹Beijing Jiaotong University; ²Tsinghua University; ³Beihang University

Method	AP₅₀	Simple Categories (Same Main-view Detector)								Challenging Categories
Method	AP₅₀	MP	OL	PC1	PC2	LA	GL	TA	BL	$\text{NL}^{*}$	CO	UM	CG
F-RCNN [24]	67.8	95.8	67.0	96.8	97.0	76.0	96.4	93.9	90.4	30.1	12.6	45.6	12.2
+ours	69.7_↑1.9%	95.8	67.0	96.8	97.0	76.0	96.4	93.9	90.4	30.1	13.3_↑0.7%	65.7_↑20.1%	14.2_↑2.0%
C-RCNN [2]	66.6	95.6	63.7	96.6	97.3	72.7	96.0	93.0	89.4	21.9	14.1	42.1	16.5
+ours	68.6_↑2.0%	95.6	63.7	96.6	97.3	72.7	96.0	93.0	89.4	21.9	14.5_↑0.4%	63.8_↑21.7%	18.5_↑2.0%
S-RCNN [28]	69.6	97.3	65.1	96.4	98.2	75.5	95.7	94.8	90.2	1.0	30.4	61.0	29.2
+ours	70.4_↑0.8%	97.3	65.1	96.4	98.2	75.5	95.7	94.8	90.2	1.0	30.4	67.6_↑5.6%	31.7_↑2.5%
RetinaNet [16]	62.7	96.5	63.9	96.1	97.8	73.4	95.2	94.3	88.4	2.7	7.0	33.9	3.1
+ours	65.1_↑2.4%	96.5	63.9	96.1	97.8	73.4	95.2	94.3	88.4	2.7	9.2_↑2.2%	59.0_↑25.1%	5.1_↑2.0%
CenterNet [5]	72.1	97.4	66.0	96.0	98.2	76.0	94.9	95.3	89.8	10.0	39.7	62.2	39.9
+ours	72.4_↑0.3%	97.4	66.0	96.0	98.2	76.0	94.9	95.3	89.8	10.0	39.7	65.4_↑3.2%	39.9
RepPoints [36]	71.9	97.3	69.8	97.4	98.1	78.3	96.9	96.1	92.0	20.8	31.6	53.6	31.2
+ours	73.0_↑1.1%	97.3	69.8	97.4	98.1	78.3	96.9	96.1	92.0	20.8	31.6	65.8_↑12.2%	32.4_↑1.2%
ATSS [38]	72.8	97.0	67.7	96.9	97.9	76.6	95.7	95.0	89.4	37.7	21.9	60.0	37.4
+ours	73.4_↑0.6%	97.0	67.7	96.9	97.9	76.6	95.7	95.0	89.4	37.7	21.9	67.6_↑7.6%	37.4