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GTAV-to-Cityscapes Labels

아카이브 평가 73건 · 마지막 적재/변경

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
PixIntraDA
mIoU
54.2
Pixel-level Intra-domain Adaptation for Semantic Segmentation
2021-10-17
연결 없음
SAC
mIoU
53.8
Self-supervised Augmentation Consistency for Adapting Semantic Segmentation
2021-04-30
코드 1
RCCR
mIoU
53.5
Domain Adaptive Semantic Segmentation via Regional Contrastive Consistency Regularization
2021-10-11
코드 1
DPL-Dual
mIoU
53.3
Dual Path Learning for Domain Adaptation of Semantic Segmentation
2021-08-13
코드 1
TridentAdapt
mIoU
53.3
TridentAdapt: Learning Domain-invariance via Source-Target Confrontation and Self-induced Cross-domain Augmentation
2021-11-30
코드 1
LEIT
mIoU
52.8
Unsupervised Domain Adaptation for Semantic Segmentation via Low-level Edge Information Transfer
2021-09-18
연결 없음
DACS
mIoU
52.14
DACS: Domain Adaptation via Cross-domain Mixed Sampling
2020-07-17
코드 1 · 코드 2
MetaCorrection
mIoU
52.1
MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic Segmentation
2021-03-09
코드 1
SPCL
mIoU
52.1
SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning
2021-11-24
코드 1
ITEN
mIoU
51.66
Exploiting Image Translations via Ensemble Self-Supervised Learning for Unsupervised Domain Adaptation
2021-07-13
연결 없음
CLST
mIoU
51.6
Contrastive Learning and Self-Training for Unsupervised Domain Adaptation in Semantic Segmentation
2021-05-05
연결 없음
IAST
mIoU
51.5
Instance Adaptive Self-Training for Unsupervised Domain Adaptation
2020-08-27
코드 1 · 코드 2
pAdaIN
mIoU
51.5
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification
2020-10-09
코드 1
Uncertainty + Adaboost
mIoU
50.9
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation
2021-03-29
코드 1 · 코드 2
PixMatch
mIoU
50.3
PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training
2021-05-17
코드 1
MRNet+Rectifying Label
mIoU
50.3
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation
2020-03-08
코드 1 · 코드 2
CAG-UDA
mIoU
50.2
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation
2019-10-29
코드 1
FADA
mIoU
50.1
Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation
2020-07-17
코드 1
CCM
mIoU
49.9
Content-Consistent Matching for Domain Adaptive Semantic Segmentation
논문 날짜 미기재
코드 1
CRST(MRKLD-SP-MST)
mIoU
49.8
Confidence Regularized Self-Training
2019-08-26
코드 1 · 코드 2
MLSL(SISC-PWL)
mIoU
49
MLSL: Multi-Level Self-Supervised Learning for Domain Adaptation with Spatially Independent and Semantically Consistent Labeling
2019-09-30
코드 1
BDL
mIoU
48.5
Bidirectional Learning for Domain Adaptation of Semantic Segmentation
2019-04-24
코드 1 · 코드 2 · 코드 3
MRNet
mIoU
48.3
Unsupervised Scene Adaptation with Memory Regularization in vivo
2019-12-24
코드 1
PyCDA
mIoU
48
Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach
2019-08-26
코드 1
PLCA
mIoU
47.8
Pixel-Level Cycle Association: A New Perspective for Domain Adaptive Semantic Segmentation
2020-10-31
코드 1
CBST-SP(MST)
mIoU
47.0
Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training
2018-10-18
코드 1
Discriminative Patch
mIoU
46.5
Domain Adaptation for Structured Output via Discriminative Patch Representations
2019-01-16
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
IntraDA
mIoU
46.3
Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision
2020-04-16
코드 1 · 코드 2
AdvEnt(with MinEnt)
mIoU
45.5
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation
2018-11-30
코드 1 · 코드 2 · 코드 3 · 코드 4
DISE
mIoU
45.4
All about Structure: Adapting Structural Information across Domains for Boosting Semantic Segmentation
2019-03-26
코드 1