10-shot image generation on CamVid

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#	Model↕	Time (ms)▼	Extra Data	Paper	Date↕	Code
1	Dilation10	227	No	Multi-Scale Context Aggregation by Dilated Convo...	2015-11-23	Code
2	SegNet	217	No	SegNet: A Deep Convolutional Encoder-Decoder Arc...	2015-11-02	Code
3	DeepLab	203	No	Semantic Image Segmentation with Deep Convolutio...	2014-12-22	Code
4	PSPNet	185	No	Pyramid Scene Parsing Network	2016-12-04	Code
5	TD2-PSP50	90	No	Temporally Distributed Networks for Fast Video S...	2020-04-03	Code
6	HyperSeg-L	60.2	Yes	HyperSeg: Patch-wise Hypernetwork for Real-time ...	2020-12-21	Code
7	TD4-PSP18	40	No	Temporally Distributed Networks for Fast Video S...	2020-04-03	Code
8	ICNet	36	No	ICNet for Real-Time Semantic Segmentation on Hig...	2017-04-27	Code
9	BiSeNet V2-Large(Cityscapes-Pretrained)	30.6	Yes	BiSeNet V2: Bilateral Network with Guided Aggreg...	2020-04-05	Code
10	BiSeNet V2-Large	30.6	No	BiSeNet V2: Bilateral Network with Guided Aggreg...	2020-04-05	Code
11	LMDNet	29.1	No	Efficient Road Lane Marking Detection with Deep ...	2018-09-11	-
12	HyperSeg-S	26.3	No	HyperSeg: Patch-wise Hypernetwork for Real-time ...	2020-12-21	Code
13	RegSeg(Cityscapes-Pretrained)	14	Yes	Rethinking Dilated Convolution for Real-time Sem...	2021-11-18	Code
14	PIDNet-M (Cityscapes-Pretrained)	11.7	No	PIDNet: A Real-time Semantic Segmentation Networ...	2022-06-04	Code
15	DDRNet-23(Cityscapes-Pretrained)	10.6	Yes	Deep Dual-resolution Networks for Real-time and ...	2021-01-15	Code
16	BiSeNet V2(Cityscapes-Pretrained)	8	Yes	BiSeNet V2: Bilateral Network with Guided Aggreg...	2020-04-05	Code
17	BiSeNet V2	8	No	BiSeNet V2: Bilateral Network with Guided Aggreg...	2020-04-05	Code
18	PIDNet-S (Cityscapes-Pretrained)	6.5	No	PIDNet: A Real-time Semantic Segmentation Networ...	2022-06-04	Code
19	DDRNet-23-slim	4.3	No	Deep Dual-resolution Networks for Real-time and ...	2021-01-15	Code

#1Dilation10SOTA
227
Time (ms)· 2015-11-23
Multi-Scale Context Aggregation by Dilated Convolutions Code
#2SegNetSOTA
217
Time (ms)· 2015-11-02
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Code
#3DeepLabSOTA
203
Time (ms)· 2014-12-22
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs Code
#4PSPNet
185
Time (ms)· 2016-12-04
Pyramid Scene Parsing Network Code
#5TD2-PSP50
90
Time (ms)· 2020-04-03
Temporally Distributed Networks for Fast Video Semantic Segmentation Code
#6HyperSeg-L
60.2
Time (ms)· Extra Data· 2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation Code
#7TD4-PSP18
40
Time (ms)· 2020-04-03
Temporally Distributed Networks for Fast Video Semantic Segmentation Code
#8ICNet
36
Time (ms)· 2017-04-27
ICNet for Real-Time Semantic Segmentation on High-Resolution Images Code
#9BiSeNet V2-Large(Cityscapes-Pretrained)
30.6
Time (ms)· Extra Data· 2020-04-05
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation Code
#10BiSeNet V2-Large
30.6
Time (ms)· 2020-04-05
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation Code
#11LMDNet
29.1
Time (ms)· 2018-09-11
Efficient Road Lane Marking Detection with Deep Learning
#12HyperSeg-S
26.3
Time (ms)· 2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation Code
#13RegSeg(Cityscapes-Pretrained)
14
Time (ms)· Extra Data· 2021-11-18
Rethinking Dilated Convolution for Real-time Semantic Segmentation Code
#14PIDNet-M (Cityscapes-Pretrained)
11.7
Time (ms)· 2022-06-04
PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers Code
#15DDRNet-23(Cityscapes-Pretrained)
10.6
Time (ms)· Extra Data· 2021-01-15
Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes Code
#16BiSeNet V2(Cityscapes-Pretrained)
8
Time (ms)· Extra Data· 2020-04-05
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation Code
#17BiSeNet V2
8
Time (ms)· 2020-04-05
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation Code
#18PIDNet-S (Cityscapes-Pretrained)
6.5
Time (ms)· 2022-06-04
PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers Code
#19DDRNet-23-slim
4.3
Time (ms)· 2021-01-15
Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes Code