Semantic Segmentation on Stanford2D3D Panoramic

Metric: mAcc (higher is better)

LeaderboardDataset

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#	Model↕	mAcc▼	Extra Data	Paper	Date↕	Code
1	SFSS-MMSI (RGB+HHA)	70.68	No	Single Frame Semantic Segmentation Using Multi-M...	2023-08-18	Code
2	SFSS-MMSI (RGB+Depth+Normal)	69.03	No	Single Frame Semantic Segmentation Using Multi-M...	2023-08-18	Code
3	SFSS-MMSI (RGB+Normal)	68.79	No	Single Frame Semantic Segmentation Using Multi-M...	2023-08-18	Code
4	SFSS-MMSI (RGB+Depth)	68.57	No	Single Frame Semantic Segmentation Using Multi-M...	2023-08-18	Code
5	CBFC	65.6	No	Complementary Bi-directional Feature Compression...	2022-07-06	-
6	Tangent (ResNet-101)	65.2	No	Tangent Images for Mitigating Spherical Distortion	2019-12-19	Code
7	HoHoNet (ResNet-101)	65	No	HoHoNet: 360 Indoor Holistic Understanding with ...	2020-11-23	Code
8	PanoFormer	64.5	No	PanoFormer: Panorama Transformer for Indoor 360 ...	2022-03-17	Code
9	SFSS-MMSI (RGB Only)	63.96	No	Single Frame Semantic Segmentation Using Multi-M...	2023-08-18	Code
10	FreDSNet	63.1	No	FreDSNet: Joint Monocular Depth and Semantic Seg...	2022-10-04	Code
11	HexRUNet	58.6	No	Orientation-aware Semantic Segmentation on Icosa...	2019-07-30	Code
12	GaugeNet (R2R-U-Net)	55.9	No	Gauge Equivariant Convolutional Networks and the...	2019-02-11	Code
13	UGSCNN	54.65	No	Spherical CNNs on Unstructured Grids	2019-01-07	Code

#1SFSS-MMSI (RGB+HHA)SOTA
70.68
mAcc· 2023-08-18
Single Frame Semantic Segmentation Using Multi-Modal Spherical Images Code
#2SFSS-MMSI (RGB+Depth+Normal)
69.03
mAcc· 2023-08-18
Single Frame Semantic Segmentation Using Multi-Modal Spherical Images Code
#3SFSS-MMSI (RGB+Normal)
68.79
mAcc· 2023-08-18
Single Frame Semantic Segmentation Using Multi-Modal Spherical Images Code
#4SFSS-MMSI (RGB+Depth)
68.57
mAcc· 2023-08-18
Single Frame Semantic Segmentation Using Multi-Modal Spherical Images Code
#5CBFCSOTA
65.6
mAcc· 2022-07-06
Complementary Bi-directional Feature Compression for Indoor 360° Semantic Segmentation with Self-distillation
#6Tangent (ResNet-101)SOTA
65.2
mAcc· 2019-12-19
Tangent Images for Mitigating Spherical Distortion Code
#7HoHoNet (ResNet-101)
65
mAcc· 2020-11-23
HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal Features Code
#8PanoFormer
64.5
mAcc· 2022-03-17
PanoFormer: Panorama Transformer for Indoor 360 Depth Estimation Code
#9SFSS-MMSI (RGB Only)
63.96
mAcc· 2023-08-18
Single Frame Semantic Segmentation Using Multi-Modal Spherical Images Code
#10FreDSNet
63.1
mAcc· 2022-10-04
FreDSNet: Joint Monocular Depth and Semantic Segmentation with Fast Fourier Convolutions Code
#11HexRUNetSOTA
58.6
mAcc· 2019-07-30
Orientation-aware Semantic Segmentation on Icosahedron Spheres Code
#12GaugeNet (R2R-U-Net)SOTA
55.9
mAcc· 2019-02-11
Gauge Equivariant Convolutional Networks and the Icosahedral CNN Code
#13UGSCNNSOTA
54.65
mAcc· 2019-01-07
Spherical CNNs on Unstructured Grids Code