10-shot image generation on Cityscapes test

Metric: Time (ms) (higher is better)

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#	Model↕	Time (ms)▼	Extra Data	Paper	Date↕	Code
1	DeepLab	4000	No	Semantic Image Segmentation with Deep Convolutio...	2014-12-22	Code
2	CRF-RNN	700	No	Conditional Random Fields as Recurrent Neural Ne...	2015-02-11	Code
3	FRRN	469	No	Full-Resolution Residual Networks for Semantic S...	2016-11-24	Code
4	Template-Based-NAS-arch1	97	No	Template-Based Automatic Search of Compact Seman...	2019-04-04	Code
5	Template-Based-NAS-arch0	52	No	Template-Based Automatic Search of Compact Seman...	2019-04-04	Code
6	SFNet-R18	39.2	No	Semantic Flow for Fast and Accurate Scene Parsing	2020-02-24	Code
7	RegSeg (no ImageNet pretraining)	33	No	Rethinking Dilated Convolution for Real-time Sem...	2021-11-18	Code
8	ICNet	33	No	ICNet for Real-Time Semantic Segmentation on Hig...	2017-04-27	Code
9	PIDNet-L	32.2	No	PIDNet: A Real-time Semantic Segmentation Networ...	2022-06-04	Code
10	HyperSeg-M	27.1	No	HyperSeg: Patch-wise Hypernetwork for Real-time ...	2020-12-21	Code
11	PIDNet-M	23.7	No	PIDNet: A Real-time Semantic Segmentation Networ...	2022-06-04	Code
12	BiSeNet V2-Large	21.1	No	BiSeNet V2: Bilateral Network with Guided Aggreg...	2020-04-05	Code
13	TD4-BISE18	21	No	Temporally Distributed Networks for Fast Video S...	2020-04-03	Code
14	ShelfNet18	16.9	No	ShelfNet for Fast Semantic Segmentation	2018-11-27	Code
15	ESNet	16	No	ESNet: An Efficient Symmetric Network for Real-t...	2019-06-24	Code
16	BiSeNet(ResNet-18)	15.2	No	BiSeNet: Bilateral Segmentation Network for Real...	2018-08-02	Code
17	LEDNet	14	No	LEDNet: A Lightweight Encoder-Decoder Network fo...	2019-05-07	Code
18	ENet + Lovász-Softmax	13	No	The Lovász-Softmax loss: A tractable surrogate f...	2017-05-24	Code
19	ENet	13	No	ENet: A Deep Neural Network Architecture for Rea...	2016-06-07	Code
20	PIDNet-S	10.7	No	PIDNet: A Real-time Semantic Segmentation Networ...	2022-06-04	Code
21	DDRNet-23-slim	9.8	No	Deep Dual-resolution Networks for Real-time and ...	2021-01-15	Code
22	BiSeNet(Xception39)	9.5	No	BiSeNet: Bilateral Segmentation Network for Real...	2018-08-02	Code
23	EDANet	9.2	No	Efficient Dense Modules of Asymmetric Convolutio...	2018-09-17	Code
24	BiSeNet V2	6.4	No	BiSeNet V2: Bilateral Network with Guided Aggreg...	2020-04-05	Code
25	FasterSeg	6.1	No	-	-	-

#1DeepLabSOTA
4000
Time (ms)· 2014-12-22
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs Code
#2CRF-RNN
700
Time (ms)· 2015-02-11
Conditional Random Fields as Recurrent Neural Networks Code
#3FRRN
469
Time (ms)· 2016-11-24
Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes Code
#4Template-Based-NAS-arch1
97
Time (ms)· 2019-04-04
Template-Based Automatic Search of Compact Semantic Segmentation Architectures Code
#5Template-Based-NAS-arch0
52
Time (ms)· 2019-04-04
Template-Based Automatic Search of Compact Semantic Segmentation Architectures Code
#6SFNet-R18
39.2
Time (ms)· 2020-02-24
Semantic Flow for Fast and Accurate Scene Parsing Code
#7RegSeg (no ImageNet pretraining)
33
Time (ms)· 2021-11-18
Rethinking Dilated Convolution for Real-time Semantic Segmentation Code
#8ICNet
33
Time (ms)· 2017-04-27
ICNet for Real-Time Semantic Segmentation on High-Resolution Images Code
#9PIDNet-L
32.2
Time (ms)· 2022-06-04
PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers Code
#10HyperSeg-M
27.1
Time (ms)· 2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation Code
#11PIDNet-M
23.7
Time (ms)· 2022-06-04
PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers Code
#12BiSeNet V2-Large
21.1
Time (ms)· 2020-04-05
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation Code
#13TD4-BISE18
21
Time (ms)· 2020-04-03
Temporally Distributed Networks for Fast Video Semantic Segmentation Code
#14ShelfNet18
16.9
Time (ms)· 2018-11-27
ShelfNet for Fast Semantic Segmentation Code
#15ESNet
16
Time (ms)· 2019-06-24
ESNet: An Efficient Symmetric Network for Real-time Semantic Segmentation Code
#16BiSeNet(ResNet-18)
15.2
Time (ms)· 2018-08-02
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Code
#17LEDNet
14
Time (ms)· 2019-05-07
LEDNet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation Code
#18ENet + Lovász-Softmax
13
Time (ms)· 2017-05-24
The Lovász-Softmax loss: A tractable surrogate for the optimization of the intersection-over-union measure in neural networks Code
#19ENet
13
Time (ms)· 2016-06-07
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation Code
#20PIDNet-S
10.7
Time (ms)· 2022-06-04
PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers Code
#21DDRNet-23-slim
9.8
Time (ms)· 2021-01-15
Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes Code
#22BiSeNet(Xception39)
9.5
Time (ms)· 2018-08-02
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Code
#23EDANet
9.2
Time (ms)· 2018-09-17
Efficient Dense Modules of Asymmetric Convolution for Real-Time Semantic Segmentation Code
#24BiSeNet V2
6.4
Time (ms)· 2020-04-05
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation Code
#25FasterSeg
6.1
Time (ms)
No paper