Semantic Segmentation on Cityscapes test

Metric: Frame (fps) (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	Frame (fps)▼	Extra Data	Paper	Date↕	Code
1	STDC2-50	188.6	No	Rethinking BiSeNet For Real-time Semantic Segmen...	2021-04-27	Code
2	FasterSeg	163.9	No	FasterSeg: Searching for Faster Real-time Semant...	2019-12-23	Code
3	BiSeNet V2	156	No	BiSeNet V2: Bilateral Network with Guided Aggreg...	2020-04-05	Code
4	STDC1-75	126.7	No	Rethinking BiSeNet For Real-time Semantic Segmen...	2021-04-27	Code
5	BiSeNet(Xception39)	105.8	No	BiSeNet: Bilateral Segmentation Network for Real...	2018-08-02	Code
6	ENet + Lovász-Softmax	76.9	No	The Lovász-Softmax loss: A tractable surrogate f...	2017-05-24	Code
7	ENet	76.9	No	ENet: A Deep Neural Network Architecture for Rea...	2016-06-07	Code
8	LEDNet	71	No	LEDNet: A Lightweight Encoder-Decoder Network fo...	2019-05-07	Code
9	BiSeNet(ResNet-18)	65.5	No	BiSeNet: Bilateral Segmentation Network for Real...	2018-08-02	Code
10	BiSeNet	65.5	No	BiSeNet: Bilateral Segmentation Network for Real...	2018-08-02	Code
11	ESNet	63	No	ESNet: An Efficient Symmetric Network for Real-t...	2019-06-24	Code
12	ShelfNet18	59.2	No	ShelfNet for Fast Semantic Segmentation	2018-11-27	Code
13	BiSeNet V2-Large	47.3	No	BiSeNet V2: Bilateral Network with Guided Aggreg...	2020-04-05	Code
14	SwiftNetRN-18	39.9	No	-	-	Code
15	HyperSeg-M	36.9	No	HyperSeg: Patch-wise Hypernetwork for Real-time ...	2020-12-21	Code
16	ICNet	30.3	No	ICNet for Real-Time Semantic Segmentation on Hig...	2017-04-27	Code
17	RegSeg (no ImageNet pretraining)	30	No	Rethinking Dilated Convolution for Real-time Sem...	2021-11-18	Code
18	Template-Based-NAS-arch0	19	No	Template-Based Automatic Search of Compact Seman...	2019-04-04	Code
19	Template-Based-NAS-arch1	10	No	Template-Based Automatic Search of Compact Seman...	2019-04-04	Code
20	FRRN	2.1	No	Full-Resolution Residual Networks for Semantic S...	2016-11-24	Code
21	CRF-RNN	1.4	No	Conditional Random Fields as Recurrent Neural Ne...	2015-02-11	Code
22	DeepLab	0.25	No	Semantic Image Segmentation with Deep Convolutio...	2014-12-22	Code

#1STDC2-50SOTA
188.6
Frame (fps)· 2021-04-27
Rethinking BiSeNet For Real-time Semantic Segmentation Code
#2FasterSegSOTA
163.9
Frame (fps)· 2019-12-23
FasterSeg: Searching for Faster Real-time Semantic Segmentation Code
#3BiSeNet V2
156
Frame (fps)· 2020-04-05
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation Code
#4STDC1-75
126.7
Frame (fps)· 2021-04-27
Rethinking BiSeNet For Real-time Semantic Segmentation Code
#5BiSeNet(Xception39)SOTA
105.8
Frame (fps)· 2018-08-02
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Code
#6ENet + Lovász-Softmax
76.9
Frame (fps)· 2017-05-24
The Lovász-Softmax loss: A tractable surrogate for the optimization of the intersection-over-union measure in neural networks Code
#7ENetSOTA
76.9
Frame (fps)· 2016-06-07
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation Code
#8LEDNet
71
Frame (fps)· 2019-05-07
LEDNet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation Code
#9BiSeNet(ResNet-18)
65.5
Frame (fps)· 2018-08-02
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Code
#10BiSeNet
65.5
Frame (fps)· 2018-08-02
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Code
#11ESNet
63
Frame (fps)· 2019-06-24
ESNet: An Efficient Symmetric Network for Real-time Semantic Segmentation Code
#12ShelfNet18
59.2
Frame (fps)· 2018-11-27
ShelfNet for Fast Semantic Segmentation Code
#13BiSeNet V2-Large
47.3
Frame (fps)· 2020-04-05
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation Code
#14SwiftNetRN-18
39.9
Frame (fps)
No paperCode
#15HyperSeg-M
36.9
Frame (fps)· 2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation Code
#16ICNet
30.3
Frame (fps)· 2017-04-27
ICNet for Real-Time Semantic Segmentation on High-Resolution Images Code
#17RegSeg (no ImageNet pretraining)
30
Frame (fps)· 2021-11-18
Rethinking Dilated Convolution for Real-time Semantic Segmentation Code
#18Template-Based-NAS-arch0
19
Frame (fps)· 2019-04-04
Template-Based Automatic Search of Compact Semantic Segmentation Architectures Code
#19Template-Based-NAS-arch1
10
Frame (fps)· 2019-04-04
Template-Based Automatic Search of Compact Semantic Segmentation Architectures Code
#20FRRN
2.1
Frame (fps)· 2016-11-24
Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes Code
#21CRF-RNNSOTA
1.4
Frame (fps)· 2015-02-11
Conditional Random Fields as Recurrent Neural Networks Code
#22DeepLabSOTA
0.25
Frame (fps)· 2014-12-22
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs Code