Semantic Segmentation on Cityscapes test

Metric: Time (ms) (higher is better)

LeaderboardDataset

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Results

#	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	-	-	-