Papers with Code · CC BY-SA 4.0

Cityscapes to Foggy Cityscapes

아카이브 평가 22건 · 마지막 적재/변경 2026-10-30

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
모델	원본 지표·값	논문	구현
ALDI++(Resnet50+FPN)	mAP@0.5 66.8	연결 없음 논문 날짜 미기재	연결 없음
RT-DATR(640x640, real-time)	mAP@0.5 52.7	RT-DATR:Real-time Unsupervised Domain Adaptive Detection Transformer with Adversarial Feature Learning 2025-04-12	코드 1
MRT	mAP@0.5 51.2	Masked Retraining Teacher-Student Framework for Domain Adaptive Object Detection 2023-01-01	코드 1
DDT	mAP@0.5 50.0	Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector 2025-06-04	코드 1
MIC	mAP@0.5 47.6	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation 2022-12-02	코드 1
O2net	mAP@0.5 46.8	Improving Transferability for Domain Adaptive Detection Transformers 2022-04-29	코드 1
LGCL (supervised)	mAP@0.5 46.7	Improving Object Detection via Local-global Contrastive Learning 2024-10-07	연결 없음
LGCL (unsupervised)	mAP@0.5 45.3	Improving Object Detection via Local-global Contrastive Learning 2024-10-07	연결 없음
SAD	mAP@0.5 45.2	Self-Adversarial Disentangling for Specific Domain Adaptation 2021-08-08	연결 없음
AWADA	mAP@0.5 44.8	AWADA: Attention-Weighted Adversarial Domain Adaptation for Object Detection 2022-08-31	연결 없음
ALDI-DETR (ResNet-50, 800px)	mAP@0.5 44.8	Align and Distill: Unifying and Improving Domain Adaptive Object Detection 2024-03-18	코드 1 · 코드 2
ILLUME	mAP@0.5 43.8	To miss-attend is to misalign! Residual Self-Attentive Feature Alignment for Adapting Object Detectors 2022-01-05	코드 1
ViSGA	mAP@0.5 43.3	Seeking Similarities over Differences: Similarity-based Domain Alignment for Adaptive Object Detection 2021-10-04	코드 1
SSA-DA	mAP@0.5 42.5	Bi-Dimensional Feature Alignment for Cross-Domain Object Detection 2020-11-14	연결 없음
DDF	mAP@0.5 42.3	Decompose to Adapt: Cross-domain Object Detection via Feature Disentanglement 2022-01-06	코드 1
DA-RetinaNet	mAP@0.5 41.87	An Unsupervised Domain Adaptation Scheme for Single-Stage Artwork Recognition in Cultural Sites 2020-08-04	코드 1
SAPNet	mAP@0.5 40.9	Spatial Attention Pyramid Network for Unsupervised Domain Adaptation 2020-03-29	연결 없음
MCAR	mAP@0.5 38.8	Adaptive Object Detection with Dual Multi-Label Prediction 2020-03-29	연결 없음
SWDA	mAP@0.5 34.8	Strong-Weak Distribution Alignment for Adaptive Object Detection 2018-12-12	코드 1 · 코드 2
DDMRL	mAP@0.5 34.6	Diversify and Match: A Domain Adaptive Representation Learning Paradigm for Object Detection 2019-05-14	연결 없음
SCDA	mAP@0.5 33.8	Adapting Object Detectors via Selective Cross-Domain Alignment 2019-06-01	코드 1
DA-Faster	mAP@0.5 26.1	Domain Adaptive Faster R-CNN for Object Detection in the Wild 2018-03-08	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8