10-shot image generation on EventScape

Metric: mIoU (higher is better)

LeaderboardDataset

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Results

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	CMX (B4)	64.28	No	CMX: Cross-Modal Fusion for RGB-X Semantic Segme...	2022-03-09	Code
2	CMX (B2)	61.9	No	CMX: Cross-Modal Fusion for RGB-X Semantic Segme...	2022-03-09	Code
3	SegFormer-B4	59.86	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
4	SegFormer-B2	58.69	No	SegFormer: Simple and Efficient Design for Seman...	2021-05-31	Code
5	SA-Gate	53.94	No	Bi-directional Cross-Modality Feature Propagatio...	2020-07-17	Code
6	DeepLabV3+	53.65	No	Encoder-Decoder with Atrous Separable Convolutio...	2018-02-07	Code
7	Trans4Trans	51.86	No	Trans4Trans: Efficient Transformer for Transpare...	2021-07-07	Code
8	CGNet	44.75	No	CGNet: A Light-weight Context Guided Network for...	2018-11-20	Code
9	Fast-SCNN	44.27	No	Fast-SCNN: Fast Semantic Segmentation Network	2019-02-12	Code
10	ISSAFE	43.61	No	ISSAFE: Improving Semantic Segmentation in Accid...	2020-08-20	Code
11	RFNet	41.34	No	Real-time Fusion Network for RGB-D Semantic Segm...	2020-02-24	Code
12	SwiftNet	36.67	No	In Defense of Pre-trained ImageNet Architectures...	2019-03-20	Code

#1CMX (B4)SOTA
64.28
mIoU· 2022-03-09
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers Code
#2CMX (B2)
61.9
mIoU· 2022-03-09
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers Code
#3SegFormer-B4SOTA
59.86
mIoU· 2021-05-31
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Code
#4SegFormer-B2
58.69
mIoU· 2021-05-31
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Code
#5SA-GateSOTA
53.94
mIoU· 2020-07-17
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation Code
#6DeepLabV3+SOTA
53.65
mIoU· 2018-02-07
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Code
#7Trans4Trans
51.86
mIoU· 2021-07-07
Trans4Trans: Efficient Transformer for Transparent Object Segmentation to Help Visually Impaired People Navigate in the Real World Code
#8CGNet
44.75
mIoU· 2018-11-20
CGNet: A Light-weight Context Guided Network for Semantic Segmentation Code
#9Fast-SCNN
44.27
mIoU· 2019-02-12
Fast-SCNN: Fast Semantic Segmentation Network Code
#10ISSAFE
43.61
mIoU· 2020-08-20
ISSAFE: Improving Semantic Segmentation in Accidents by Fusing Event-based Data Code
#11RFNet
41.34
mIoU· 2020-02-24
Real-time Fusion Network for RGB-D Semantic Segmentation Incorporating Unexpected Obstacle Detection for Road-driving Images Code
#12SwiftNet
36.67
mIoU· 2019-03-20
In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images Code