16k on SUN-RGBD val

Metric: mAP@0.25 (higher is better)

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#	Model↕	mAP@0.25▼	Augmentations	Paper	Date↕	Code
1	Point-GCC+TR3D+FF	69.7	No	Point-GCC: Universal Self-supervised 3D Scene Pr...	2023-05-31	Code
2	TR3D+FF	69.4	No	TR3D: Towards Real-Time Indoor 3D Object Detection	2023-02-06	-
3	DEST (based on V-DETR) (TTA)	69.2	No	State Space Model Meets Transformer: A New Parad...	2025-03-18	Code
4	V-DETR	68	No	V-DETR: DETR with Vertex Relative Position Encod...	2023-08-08	Code
5	Point-GCC+TR3D	67.7	No	Point-GCC: Universal Self-supervised 3D Scene Pr...	2023-05-31	Code
6	DeMF	67.4	No	Boosting 3D Object Detection via Object-Focused ...	2022-07-21	Code
7	TR3D (Geo only)	67.1	No	TR3D: Towards Real-Time Indoor 3D Object Detection	2023-02-06	-
8	CAGroup3D(Geo only)	66.8	No	CAGroup3D: Class-Aware Grouping for 3D Object De...	2022-10-09	Code
9	OctFormer	66.2	No	OctFormer: Octree-based Transformers for 3D Poin...	2023-05-04	Code
10	SPGroup3D(Geo only)	65.4	No	SPGroup3D: Superpoint Grouping Network for Indoo...	2023-12-21	Code
11	DEST (based on GroupFree3D)	65.3	No	State Space Model Meets Transformer: A New Parad...	2025-03-18	Code
12	TokenFusion	64.9	No	Multimodal Token Fusion for Vision Transformers	2022-04-19	Code
13	RepSurf-U	64.9	No	Surface Representation for Point Clouds	2022-05-11	Code
14	FCAF3D (Geo only)	64.2	No	FCAF3D: Fully Convolutional Anchor-Free 3D Objec...	2021-12-01	Code
15	RBGNet(Geo only)	64.1	No	RBGNet: Ray-based Grouping for 3D Object Detection	2022-04-05	Code
16	LCPFormer	63.2	No	LCPFormer: Towards Effective 3D Point Cloud Anal...	2022-10-23	Code
17	GroupFree3D(Geo only)	63	No	Group-Free 3D Object Detection via Transformers	2021-04-01	Code
18	HGNet (Geo only)	61.6	No	-	-	-
19	BRNet(Geo only)	61.1	No	Back-tracing Representative Points for Voting-ba...	2021-04-13	Code
20	VoteNet (PC-FractalDB)	60.2	Yes	-	-	Code
21	H3DNet	60.1	No	H3DNet: 3D Object Detection Using Hybrid Geometr...	2020-06-10	Code
22	VoteNet (Geo only)	59.1	No	Deep Hough Voting for 3D Object Detection in Poi...	2019-04-21	Code
23	3DETR-m	59.1	No	An End-to-End Transformer Model for 3D Object De...	2021-09-16	Code
24	COG+surface+context	54.3	No	Clouds of Oriented Gradients for 3D Detection of...	2019-06-11	-
25	F-PointNet	54	No	Frustum PointNets for 3D Object Detection from R...	2017-11-22	Code
26	COG+surface	51	No	-	-	-
27	COG	47.6	No	-	-	-
28	2D-driven	45.1	No	-	-	-
29	Frustum VoxNet v2 (FPN + 3D ResNetFCN6 V2)	45	No	-	-	-
30	Frustum VoxNet (+3D ResNetFCN6)	37.7	No	Frustum VoxNet for 3D object detection from RGB-...	2019-10-12	-

#1Point-GCC+TR3D+FFSOTA
69.7
mAP@0.25· 2023-05-31
Point-GCC: Universal Self-supervised 3D Scene Pre-training via Geometry-Color Contrast Code
#2TR3D+FFSOTA
69.4
mAP@0.25· 2023-02-06
TR3D: Towards Real-Time Indoor 3D Object Detection
#3DEST (based on V-DETR) (TTA)
69.2
mAP@0.25· 2025-03-18
State Space Model Meets Transformer: A New Paradigm for 3D Object Detection Code
#4V-DETR
68
mAP@0.25· 2023-08-08
V-DETR: DETR with Vertex Relative Position Encoding for 3D Object Detection Code
#5Point-GCC+TR3D
67.7
mAP@0.25· 2023-05-31
Point-GCC: Universal Self-supervised 3D Scene Pre-training via Geometry-Color Contrast Code
#6DeMFSOTA
67.4
mAP@0.25· 2022-07-21
Boosting 3D Object Detection via Object-Focused Image Fusion Code
#7TR3D (Geo only)
67.1
mAP@0.25· 2023-02-06
TR3D: Towards Real-Time Indoor 3D Object Detection
#8CAGroup3D(Geo only)
66.8
mAP@0.25· 2022-10-09
CAGroup3D: Class-Aware Grouping for 3D Object Detection on Point Clouds Code
#9OctFormer
66.2
mAP@0.25· 2023-05-04
OctFormer: Octree-based Transformers for 3D Point Clouds Code
#10SPGroup3D(Geo only)
65.4
mAP@0.25· 2023-12-21
SPGroup3D: Superpoint Grouping Network for Indoor 3D Object Detection Code
#11DEST (based on GroupFree3D)
65.3
mAP@0.25· 2025-03-18
State Space Model Meets Transformer: A New Paradigm for 3D Object Detection Code
#12TokenFusionSOTA
64.9
mAP@0.25· 2022-04-19
Multimodal Token Fusion for Vision Transformers Code
#13RepSurf-U
64.9
mAP@0.25· 2022-05-11
Surface Representation for Point Clouds Code
#14FCAF3D (Geo only)SOTA
64.2
mAP@0.25· 2021-12-01
FCAF3D: Fully Convolutional Anchor-Free 3D Object Detection Code
#15RBGNet(Geo only)
64.1
mAP@0.25· 2022-04-05
RBGNet: Ray-based Grouping for 3D Object Detection Code
#16LCPFormer
63.2
mAP@0.25· 2022-10-23
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers Code
#17GroupFree3D(Geo only)SOTA
63
mAP@0.25· 2021-04-01
Group-Free 3D Object Detection via Transformers Code
#18HGNet (Geo only)
61.6
mAP@0.25
No paper
#19BRNet(Geo only)
61.1
mAP@0.25· 2021-04-13
Back-tracing Representative Points for Voting-based 3D Object Detection in Point Clouds Code
#20VoteNet (PC-FractalDB)
60.2
mAP@0.25· Augmentations
No paperCode
#21H3DNetSOTA
60.1
mAP@0.25· 2020-06-10
H3DNet: 3D Object Detection Using Hybrid Geometric Primitives Code
#22VoteNet (Geo only)SOTA
59.1
mAP@0.25· 2019-04-21
Deep Hough Voting for 3D Object Detection in Point Clouds Code
#233DETR-m
59.1
mAP@0.25· 2021-09-16
An End-to-End Transformer Model for 3D Object Detection Code
#24COG+surface+context
54.3
mAP@0.25· 2019-06-11
Clouds of Oriented Gradients for 3D Detection of Objects, Surfaces, and Indoor Scene Layouts
#25F-PointNetSOTA
54
mAP@0.25· 2017-11-22
Frustum PointNets for 3D Object Detection from RGB-D Data Code
#26COG+surface
51
mAP@0.25
No paper
#27COG
47.6
mAP@0.25
No paper
#282D-driven
45.1
mAP@0.25
No paper
#29Frustum VoxNet v2 (FPN + 3D ResNetFCN6 V2)
45
mAP@0.25
No paper
#30Frustum VoxNet (+3D ResNetFCN6)
37.7
mAP@0.25· 2019-10-12
Frustum VoxNet for 3D object detection from RGB-D or Depth images