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CamVid
Semantic Segmentation on CamVid
Metric: Frame (fps) (higher is better)
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Model name (A→Z)
#
Model
↕
Frame (fps)
▼
Extra Data
Paper
Date
↕
Code
1
PP-LiteSeg-T
222.3
No
PP-LiteSeg: A Superior Real-Time Semantic Segmen...
2022-04-06
Code
2
PP-LiteSeg-B
154.8
No
PP-LiteSeg: A Superior Real-Time Semantic Segmen...
2022-04-06
Code
3
BiSeNet V2(Cityscapes-Pretrained)
124.5
Yes
BiSeNet V2: Bilateral Network with Guided Aggreg...
2020-04-05
Code
4
BiSeNet V2
124.5
No
BiSeNet V2: Bilateral Network with Guided Aggreg...
2020-04-05
Code
5
S^2-FPN18
124.2
No
S$^2$-FPN: Scale-ware Strip Attention Guided Fea...
2022-06-15
Code
6
S^2-FPN34
107.2
No
S$^2$-FPN: Scale-ware Strip Attention Guided Fea...
2022-06-15
Code
7
RegSeg(Cityscapes-Pretrained)
70
Yes
Rethinking Dilated Convolution for Real-time Sem...
2021-11-18
Code
8
HyperSeg-S
38
No
HyperSeg: Patch-wise Hypernetwork for Real-time ...
2020-12-21
Code
9
BiSeNet V2-Large(Cityscapes-Pretrained)
32.7
Yes
BiSeNet V2: Bilateral Network with Guided Aggreg...
2020-04-05
Code
10
Mobile-Seed
32.7
No
Mobile-Seed: Joint Semantic Segmentation and Bou...
2023-11-21
Code
11
BiSeNet V2-Large
32.7
No
BiSeNet V2: Bilateral Network with Guided Aggreg...
2020-04-05
Code
12
ICNet
27.8
No
ICNet for Real-Time Semantic Segmentation on Hig...
2017-04-27
Code
13
HyperSeg-L
16.6
Yes
HyperSeg: Patch-wise Hypernetwork for Real-time ...
2020-12-21
Code
14
PSPNet
5.4
No
Pyramid Scene Parsing Network
2016-12-04
Code
15
DeepLab
4.9
No
Semantic Image Segmentation with Deep Convolutio...
2014-12-22
Code
16
SegNet
4.6
No
SegNet: A Deep Convolutional Encoder-Decoder Arc...
2015-11-02
Code
17
Dilation10
4.4
No
Multi-Scale Context Aggregation by Dilated Convo...
2015-11-23
Code
#1
PP-LiteSeg-T
SOTA
222.3
Frame (fps)
· 2022-04-06
PP-LiteSeg: A Superior Real-Time Semantic Segmentation Model
Code
#2
PP-LiteSeg-B
154.8
Frame (fps)
· 2022-04-06
PP-LiteSeg: A Superior Real-Time Semantic Segmentation Model
Code
#3
BiSeNet V2(Cityscapes-Pretrained)
SOTA
124.5
Frame (fps)
· Extra Data
· 2020-04-05
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation
Code
#4
BiSeNet V2
124.5
Frame (fps)
· 2020-04-05
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation
Code
#5
S^2-FPN18
124.2
Frame (fps)
· 2022-06-15
S$^2$-FPN: Scale-ware Strip Attention Guided Feature Pyramid Network for Real-time Semantic Segmentation
Code
#6
S^2-FPN34
107.2
Frame (fps)
· 2022-06-15
S$^2$-FPN: Scale-ware Strip Attention Guided Feature Pyramid Network for Real-time Semantic Segmentation
Code
#7
RegSeg(Cityscapes-Pretrained)
70
Frame (fps)
· Extra Data
· 2021-11-18
Rethinking Dilated Convolution for Real-time Semantic Segmentation
Code
#8
HyperSeg-S
38
Frame (fps)
· 2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation
Code
#9
BiSeNet V2-Large(Cityscapes-Pretrained)
32.7
Frame (fps)
· Extra Data
· 2020-04-05
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation
Code
#10
Mobile-Seed
32.7
Frame (fps)
· 2023-11-21
Mobile-Seed: Joint Semantic Segmentation and Boundary Detection for Mobile Robots
Code
#11
BiSeNet V2-Large
32.7
Frame (fps)
· 2020-04-05
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation
Code
#12
ICNet
SOTA
27.8
Frame (fps)
· 2017-04-27
ICNet for Real-Time Semantic Segmentation on High-Resolution Images
Code
#13
HyperSeg-L
16.6
Frame (fps)
· Extra Data
· 2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation
Code
#14
PSPNet
SOTA
5.4
Frame (fps)
· 2016-12-04
Pyramid Scene Parsing Network
Code
#15
DeepLab
SOTA
4.9
Frame (fps)
· 2014-12-22
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs
Code
#16
SegNet
4.6
Frame (fps)
· 2015-11-02
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation
Code
#17
Dilation10
4.4
Frame (fps)
· 2015-11-23
Multi-Scale Context Aggregation by Dilated Convolutions
Code