Tasks
SotA
Datasets
Papers
Methods
Submit
About
SotA
/
Computer Vision
/
Image-to-Image Translation
/
GTAV-to-Cityscapes Labels
Image-to-Image Translation on GTAV-to-Cityscapes Labels
Metric: mIoU (higher is better)
Leaderboard
Dataset
Loading chart...
Results
Submit a result
Hide extra data
Export CSV
Sort:
mIoU (best first)
mIoU (worst first)
Date (newest first)
Date (oldest first)
Model name (A→Z)
#
Model
↕
mIoU
▼
Extra Data
Paper
Date
↕
Code
1
DCF
77.7
No
Transferring to Real-World Layouts: A Depth-awar...
2023-11-21
Code
2
MIC
75.9
No
MIC: Masked Image Consistency for Context-Enhanc...
2022-12-02
Code
3
HRDA+MIC
75.9
No
MIC: Masked Image Consistency for Context-Enhanc...
2022-12-02
Code
4
HRDA + PiPa
75.6
No
PiPa: Pixel- and Patch-wise Self-supervised Lear...
2022-11-14
Code
5
HRDA+PiPa
75.6
No
PiPa: Pixel- and Patch-wise Self-supervised Lear...
2022-11-14
Code
6
HRDA + CLUDA
74.4
No
CLUDA : Contrastive Learning in Unsupervised Dom...
2022-08-27
Code
7
HRDA
73.8
No
HRDA: Context-Aware High-Resolution Domain-Adapt...
2022-04-27
Code
8
HRDA
73.8
No
HRDA: Context-Aware High-Resolution Domain-Adapt...
2022-04-27
Code
9
DAFormer + PiPa
71.7
No
PiPa: Pixel- and Patch-wise Self-supervised Lear...
2022-11-14
Code
10
DAFormer+PiPa
71.7
No
PiPa: Pixel- and Patch-wise Self-supervised Lear...
2022-11-14
Code
11
SePiCo
70.3
No
SePiCo: Semantic-Guided Pixel Contrast for Domai...
2022-04-19
Code
12
SePiCo
70.3
No
SePiCo: Semantic-Guided Pixel Contrast for Domai...
2022-04-19
Code
13
DAFormer + CLUDA
70.11
No
CLUDA : Contrastive Learning in Unsupervised Dom...
2022-08-27
Code
14
CAMix (w DAFormer)
70
No
Context-Aware Mixup for Domain Adaptive Semantic...
2021-08-08
Code
15
CAMix (w DAFormer)
70
No
Context-Aware Mixup for Domain Adaptive Semantic...
2021-08-08
Code
16
DAFormer + ProCST
69.4
Yes
ProCST: Boosting Semantic Segmentation Using Pro...
2022-04-25
Code
17
DAFormer + ProCST
69.4
Yes
ProCST: Boosting Semantic Segmentation Using Pro...
2022-04-25
Code
18
DAFormer
68.3
No
DAFormer: Improving Network Architectures and Tr...
2021-11-29
Code
19
DAFormer
68.3
No
DAFormer: Improving Network Architectures and Tr...
2021-11-29
Code
20
Sepico + HIAST
64.1
No
Hard-aware Instance Adaptive Self-training for U...
2023-02-14
Code
21
TransDA-B
63.9
No
Smoothing Matters: Momentum Transformer for Doma...
2022-03-15
Code
22
TransDA-B
63.9
No
Smoothing Matters: Momentum Transformer for Doma...
2022-03-15
Code
23
DDB
62.7
No
Deliberated Domain Bridging for Domain Adaptive ...
2022-09-16
Code
24
DDB
62.7
No
Deliberated Domain Bridging for Domain Adaptive ...
2022-09-16
Code
25
EHTDI*
62
No
Exploring High-quality Target Domain Information...
2022-08-12
Code
26
EHTDI*
62
No
Exploring High-quality Target Domain Information...
2022-08-12
Code
27
BiSMAP
61.2
No
Bidirectional Self-Training with Multiple Anisot...
2022-04-16
Code
28
SePiCo - DeepLabv2
61
No
SePiCo: Semantic-Guided Pixel Contrast for Domai...
2022-04-19
Code
29
CPSL
60.8
No
Class-Balanced Pixel-Level Self-Labeling for Dom...
2022-03-18
Code
30
CPSL
60.8
No
Class-Balanced Pixel-Level Self-Labeling for Dom...
2022-03-18
Code
31
G2L
59.7
No
-
-
-
32
G2L
59.7
No
-
-
-
33
CMFormer
59.7
Yes
Learning Content-enhanced Mask Transformer for D...
2023-07-01
Code
34
EHTDI(ResNet-101)
58.8
No
Exploring High-quality Target Domain Information...
2022-08-12
Code
35
ProDA+CRA
58.6
No
Cross-Region Domain Adaptation for Class-level A...
2021-09-14
-
36
ProDA + CRA
58.6
No
Cross-Region Domain Adaptation for Class-level A...
2021-09-14
-
37
MFA(with knowledge distillation)
58.2
No
Multiple Fusion Adaptation: A Strong Framework f...
2021-12-01
Code
38
ProDA
57.5
No
Prototypical Pseudo Label Denoising and Target S...
2021-01-26
Code
39
ProDA(with knowledge distillation)
57.5
No
Prototypical Pseudo Label Denoising and Target S...
2021-01-26
Code
40
ELDA
57.3
No
ELDA: Using Edges to Have an Edge on Semantic Se...
2022-11-16
Code
41
CorDA
56.6
Yes
Domain Adaptive Semantic Segmentation with Self-...
2021-04-28
Code
42
AdaptSeg + HIAST
56.3
No
Hard-aware Instance Adaptive Self-training for U...
2023-02-14
Code
43
Coarse-to-Fine
56.1
No
Coarse-to-Fine Domain Adaptive Semantic Segmenta...
2021-03-24
-
44
CAMix (w Deeplabv2 ResNet 101)
55.2
No
Context-Aware Mixup for Domain Adaptive Semantic...
2021-08-08
Code
45
CAMix (w Deeplabv2 ResNet101)
55.2
No
Context-Aware Mixup for Domain Adaptive Semantic...
2021-08-08
Code
46
DSP
55
No
DSP: Dual Soft-Paste for Unsupervised Domain Ada...
2021-07-20
Code
47
PixIntraDA
54.2
No
-
-
-
48
SAC
53.8
No
Self-supervised Augmentation Consistency for Ada...
2021-04-30
Code
49
RCCR
53.5
No
Domain Adaptive Semantic Segmentation via Region...
2021-10-11
Code
50
DPL-Dual
53.3
No
Dual Path Learning for Domain Adaptation of Sema...
2021-08-13
Code
51
TridentAdapt
53.3
No
TridentAdapt: Learning Domain-invariance via Sou...
2021-11-30
Code
52
LEIT
52.8
Yes
Unsupervised Domain Adaptation for Semantic Segm...
2021-09-18
-
53
DACS
52.14
No
DACS: Domain Adaptation via Cross-domain Mixed S...
2020-07-17
Code
54
MetaCorrection
52.1
No
MetaCorrection: Domain-aware Meta Loss Correctio...
2021-03-09
Code
55
SPCL
52.1
No
SPCL: A New Framework for Domain Adaptive Semant...
2021-11-24
Code
56
ITEN
51.66
No
Exploiting Image Translations via Ensemble Self-...
2021-07-13
-
57
CLST
51.6
No
Contrastive Learning and Self-Training for Unsup...
2021-05-05
-
58
IAST
51.5
No
Instance Adaptive Self-Training for Unsupervised...
2020-08-27
Code
59
pAdaIN
51.5
No
Permuted AdaIN: Reducing the Bias Towards Global...
2020-10-09
Code
60
Uncertainty + Adaboost
50.9
No
Adaptive Boosting for Domain Adaptation: Towards...
2021-03-29
Code
61
PixMatch
50.3
No
PixMatch: Unsupervised Domain Adaptation via Pix...
2021-05-17
Code
62
MRNet+Rectifying Label
50.3
No
Rectifying Pseudo Label Learning via Uncertainty...
2020-03-08
Code
63
CAG-UDA
50.2
No
Category Anchor-Guided Unsupervised Domain Adapt...
2019-10-29
Code
64
FADA
50.1
No
Classes Matter: A Fine-grained Adversarial Appro...
2020-07-17
Code
65
CCM
49.9
No
-
-
Code
66
CCM
49.9
No
-
-
Code
67
CRST(MRKLD-SP-MST)
49.8
No
Confidence Regularized Self-Training
2019-08-26
Code
68
MLSL(SISC-PWL)
49
No
MLSL: Multi-Level Self-Supervised Learning for D...
2019-09-30
Code
69
BDL
48.5
No
Bidirectional Learning for Domain Adaptation of ...
2019-04-24
Code
70
MRNet
48.3
No
Unsupervised Scene Adaptation with Memory Regula...
2019-12-24
Code
71
PyCDA
48
No
Constructing Self-motivated Pyramid Curriculums ...
2019-08-26
Code
72
PLCA
47.8
No
Pixel-Level Cycle Association: A New Perspective...
2020-10-31
Code
73
CBST
47
No
-
-
Code
74
CBST-SP(MST)
47
No
Domain Adaptation for Semantic Segmentation via ...
2018-10-18
Code
75
Discriminative Patch
46.5
No
Domain Adaptation for Structured Output via Disc...
2019-01-16
Code
76
IntraDA
46.3
No
Unsupervised Intra-domain Adaptation for Semanti...
2020-04-16
Code
77
AdvEnt(with MinEnt)
45.5
No
ADVENT: Adversarial Entropy Minimization for Dom...
2018-11-30
Code
78
DISE
45.4
No
All about Structure: Adapting Structural Informa...
2019-03-26
Code
79
ADVENT
44.8
No
ADVENT: Adversarial Entropy Minimization for Dom...
2018-11-30
Code
80
SWD
44.5
No
Sliced Wasserstein Discrepancy for Unsupervised ...
2019-03-10
Code
81
Domain adaptation
43.2
No
Diverse Image-to-Image Translation via Disentang...
2018-08-02
Code
82
CLAN
43.2
No
Taking A Closer Look at Domain Shift: Category-l...
2018-09-25
Code
83
AdaptSegNet(multi-level)
42.4
No
Learning to Adapt Structured Output Space for Se...
2018-02-28
Code
84
ResNet101 65.1
41.7
No
Deep Residual Learning for Image Recognition
2015-12-10
Code
85
Bidirectional Learning
41.3
No
Bidirectional Learning for Domain Adaptation of ...
2019-04-24
Code
86
VGG16 60.3
41.3
No
Very Deep Convolutional Networks for Large-Scale...
2014-09-04
Code
87
UDA-SA + CyCADA
41.2
No
Unsupervised Domain Adaptation through Self-Supe...
2019-09-26
Code
88
Light-weight Calibrator
40.5
No
Light-weight Calibrator: a Separable Component f...
2019-11-28
Code
89
CyCADA pixel+feat
39.5
No
CyCADA: Cycle-Consistent Adversarial Domain Adap...
2017-11-08
Code
90
ROAD
39.4
No
ROAD: Reality Oriented Adaptation for Semantic S...
2017-11-30
-
91
AdaptSetNet-SWa
35.7
No
Switchable Whitening for Deep Representation Lea...
2019-04-22
Code
92
CyCADA pixel-only
34.8
No
CyCADA: Cycle-Consistent Adversarial Domain Adap...
2017-11-08
Code
93
superpixel + color constancy
31.4
No
A Curriculum Domain Adaptation Approach to the S...
2018-12-24
Code
94
CDA
28.9
No
Curriculum Domain Adaptation for Semantic Segmen...
2017-07-29
Code
95
FCNs in the wild
27.1
No
FCNs in the Wild: Pixel-level Adversarial and Co...
2016-12-08
Code
#1
DCF
SOTA
77.7
mIoU
· 2023-11-21
Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation
Code
#2
MIC
SOTA
75.9
mIoU
· 2022-12-02
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
Code
#3
HRDA+MIC
75.9
mIoU
· 2022-12-02
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
Code
#4
HRDA + PiPa
SOTA
75.6
mIoU
· 2022-11-14
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
Code
#5
HRDA+PiPa
75.6
mIoU
· 2022-11-14
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
Code
#6
HRDA + CLUDA
SOTA
74.4
mIoU
· 2022-08-27
CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation
Code
#7
HRDA
SOTA
73.8
mIoU
· 2022-04-27
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation
Code
#8
HRDA
73.8
mIoU
· 2022-04-27
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation
Code
#9
DAFormer + PiPa
71.7
mIoU
· 2022-11-14
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
Code
#10
DAFormer+PiPa
71.7
mIoU
· 2022-11-14
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
Code
#11
SePiCo
SOTA
70.3
mIoU
· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
Code
#12
SePiCo
70.3
mIoU
· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
Code
#13
DAFormer + CLUDA
70.11
mIoU
· 2022-08-27
CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation
Code
#14
CAMix (w DAFormer)
SOTA
70
mIoU
· 2021-08-08
Context-Aware Mixup for Domain Adaptive Semantic Segmentation
Code
#15
CAMix (w DAFormer)
70
mIoU
· 2021-08-08
Context-Aware Mixup for Domain Adaptive Semantic Segmentation
Code
#16
DAFormer + ProCST
69.4
mIoU
· Extra Data
· 2022-04-25
ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer
Code
#17
DAFormer + ProCST
69.4
mIoU
· Extra Data
· 2022-04-25
ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer
Code
#18
DAFormer
68.3
mIoU
· 2021-11-29
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
Code
#19
DAFormer
68.3
mIoU
· 2021-11-29
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
Code
#20
Sepico + HIAST
64.1
mIoU
· 2023-02-14
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation
Code
#21
TransDA-B
63.9
mIoU
· 2022-03-15
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation
Code
#22
TransDA-B
63.9
mIoU
· 2022-03-15
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation
Code
#23
DDB
62.7
mIoU
· 2022-09-16
Deliberated Domain Bridging for Domain Adaptive Semantic Segmentation
Code
#24
DDB
62.7
mIoU
· 2022-09-16
Deliberated Domain Bridging for Domain Adaptive Semantic Segmentation
Code
#25
EHTDI*
62
mIoU
· 2022-08-12
Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation
Code
#26
EHTDI*
62
mIoU
· 2022-08-12
Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation
Code
#27
BiSMAP
61.2
mIoU
· 2022-04-16
Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation
Code
#28
SePiCo - DeepLabv2
61
mIoU
· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
Code
#29
CPSL
60.8
mIoU
· 2022-03-18
Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation
Code
#30
CPSL
60.8
mIoU
· 2022-03-18
Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation
Code
#31
G2L
59.7
mIoU
No paper
#32
G2L
59.7
mIoU
No paper
#33
CMFormer
59.7
mIoU
· Extra Data
· 2023-07-01
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation
Code
#34
EHTDI(ResNet-101)
58.8
mIoU
· 2022-08-12
Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation
Code
#35
ProDA+CRA
58.6
mIoU
· 2021-09-14
Cross-Region Domain Adaptation for Class-level Alignment
#36
ProDA + CRA
58.6
mIoU
· 2021-09-14
Cross-Region Domain Adaptation for Class-level Alignment
#37
MFA(with knowledge distillation)
58.2
mIoU
· 2021-12-01
Multiple Fusion Adaptation: A Strong Framework for Unsupervised Semantic Segmentation Adaptation
Code
#38
ProDA
SOTA
57.5
mIoU
· 2021-01-26
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation
Code
#39
ProDA(with knowledge distillation)
57.5
mIoU
· 2021-01-26
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation
Code
#40
ELDA
57.3
mIoU
· 2022-11-16
ELDA: Using Edges to Have an Edge on Semantic Segmentation Based UDA
Code
#41
CorDA
56.6
mIoU
· Extra Data
· 2021-04-28
Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation
Code
#42
AdaptSeg + HIAST
56.3
mIoU
· 2023-02-14
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation
Code
#43
Coarse-to-Fine
56.1
mIoU
· 2021-03-24
Coarse-to-Fine Domain Adaptive Semantic Segmentation with Photometric Alignment and Category-Center Regularization
#44
CAMix (w Deeplabv2 ResNet 101)
55.2
mIoU
· 2021-08-08
Context-Aware Mixup for Domain Adaptive Semantic Segmentation
Code
#45
CAMix (w Deeplabv2 ResNet101)
55.2
mIoU
· 2021-08-08
Context-Aware Mixup for Domain Adaptive Semantic Segmentation
Code
#46
DSP
55
mIoU
· 2021-07-20
DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation
Code
#47
PixIntraDA
54.2
mIoU
No paper
#48
SAC
53.8
mIoU
· 2021-04-30
Self-supervised Augmentation Consistency for Adapting Semantic Segmentation
Code
#49
RCCR
53.5
mIoU
· 2021-10-11
Domain Adaptive Semantic Segmentation via Regional Contrastive Consistency Regularization
Code
#50
DPL-Dual
53.3
mIoU
· 2021-08-13
Dual Path Learning for Domain Adaptation of Semantic Segmentation
Code
#51
TridentAdapt
53.3
mIoU
· 2021-11-30
TridentAdapt: Learning Domain-invariance via Source-Target Confrontation and Self-induced Cross-domain Augmentation
Code
#52
LEIT
52.8
mIoU
· Extra Data
· 2021-09-18
Unsupervised Domain Adaptation for Semantic Segmentation via Low-level Edge Information Transfer
#53
DACS
SOTA
52.14
mIoU
· 2020-07-17
DACS: Domain Adaptation via Cross-domain Mixed Sampling
Code
#54
MetaCorrection
52.1
mIoU
· 2021-03-09
MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic Segmentation
Code
#55
SPCL
52.1
mIoU
· 2021-11-24
SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning
Code
#56
ITEN
51.66
mIoU
· 2021-07-13
Exploiting Image Translations via Ensemble Self-Supervised Learning for Unsupervised Domain Adaptation
#57
CLST
51.6
mIoU
· 2021-05-05
Contrastive Learning and Self-Training for Unsupervised Domain Adaptation in Semantic Segmentation
#58
IAST
51.5
mIoU
· 2020-08-27
Instance Adaptive Self-Training for Unsupervised Domain Adaptation
Code
#59
pAdaIN
51.5
mIoU
· 2020-10-09
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification
Code
#60
Uncertainty + Adaboost
50.9
mIoU
· 2021-03-29
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation
Code
#61
PixMatch
50.3
mIoU
· 2021-05-17
PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training
Code
#62
MRNet+Rectifying Label
SOTA
50.3
mIoU
· 2020-03-08
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation
Code
#63
CAG-UDA
SOTA
50.2
mIoU
· 2019-10-29
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation
Code
#64
FADA
50.1
mIoU
· 2020-07-17
Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation
Code
#65
CCM
49.9
mIoU
No paper
Code
#66
CCM
49.9
mIoU
No paper
Code
#67
CRST(MRKLD-SP-MST)
SOTA
49.8
mIoU
· 2019-08-26
Confidence Regularized Self-Training
Code
#68
MLSL(SISC-PWL)
49
mIoU
· 2019-09-30
MLSL: Multi-Level Self-Supervised Learning for Domain Adaptation with Spatially Independent and Semantically Consistent Labeling
Code
#69
BDL
SOTA
48.5
mIoU
· 2019-04-24
Bidirectional Learning for Domain Adaptation of Semantic Segmentation
Code
#70
MRNet
48.3
mIoU
· 2019-12-24
Unsupervised Scene Adaptation with Memory Regularization in vivo
Code
#71
PyCDA
48
mIoU
· 2019-08-26
Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach
Code
#72
PLCA
47.8
mIoU
· 2020-10-31
Pixel-Level Cycle Association: A New Perspective for Domain Adaptive Semantic Segmentation
Code
#73
CBST
47
mIoU
No paper
Code
#74
CBST-SP(MST)
SOTA
47
mIoU
· 2018-10-18
Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training
Code
#75
Discriminative Patch
46.5
mIoU
· 2019-01-16
Domain Adaptation for Structured Output via Discriminative Patch Representations
Code
#76
IntraDA
46.3
mIoU
· 2020-04-16
Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision
Code
#77
AdvEnt(with MinEnt)
45.5
mIoU
· 2018-11-30
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation
Code
#78
DISE
45.4
mIoU
· 2019-03-26
All about Structure: Adapting Structural Information across Domains for Boosting Semantic Segmentation
Code
#79
ADVENT
44.8
mIoU
· 2018-11-30
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation
Code
#80
SWD
44.5
mIoU
· 2019-03-10
Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation
Code
#81
Domain adaptation
SOTA
43.2
mIoU
· 2018-08-02
Diverse Image-to-Image Translation via Disentangled Representations
Code
#82
CLAN
43.2
mIoU
· 2018-09-25
Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation
Code
#83
AdaptSegNet(multi-level)
SOTA
42.4
mIoU
· 2018-02-28
Learning to Adapt Structured Output Space for Semantic Segmentation
Code
#84
ResNet101 65.1
SOTA
41.7
mIoU
· 2015-12-10
Deep Residual Learning for Image Recognition
Code
#85
Bidirectional Learning
41.3
mIoU
· 2019-04-24
Bidirectional Learning for Domain Adaptation of Semantic Segmentation
Code
#86
VGG16 60.3
SOTA
41.3
mIoU
· 2014-09-04
Very Deep Convolutional Networks for Large-Scale Image Recognition
Code
#87
UDA-SA + CyCADA
41.2
mIoU
· 2019-09-26
Unsupervised Domain Adaptation through Self-Supervision
Code
#88
Light-weight Calibrator
40.5
mIoU
· 2019-11-28
Light-weight Calibrator: a Separable Component for Unsupervised Domain Adaptation
Code
#89
CyCADA pixel+feat
39.5
mIoU
· 2017-11-08
CyCADA: Cycle-Consistent Adversarial Domain Adaptation
Code
#90
ROAD
39.4
mIoU
· 2017-11-30
ROAD: Reality Oriented Adaptation for Semantic Segmentation of Urban Scenes
#91
AdaptSetNet-SWa
35.7
mIoU
· 2019-04-22
Switchable Whitening for Deep Representation Learning
Code
#92
CyCADA pixel-only
34.8
mIoU
· 2017-11-08
CyCADA: Cycle-Consistent Adversarial Domain Adaptation
Code
#93
superpixel + color constancy
31.4
mIoU
· 2018-12-24
A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban Scenes
Code
#94
CDA
28.9
mIoU
· 2017-07-29
Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes
Code
#95
FCNs in the wild
27.1
mIoU
· 2016-12-08
FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation
Code