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Source-Free Domain Adaptation

태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.

전체 기법전체 데이터셋
하위 태스크
2
평가표
7
보존된 평가 기록
19

Source-Free Domain Adaptation (SFDA) is a domain adaptation method in machine learning and computer vision where the goal is to adapt a pre-trained model to a new, target domain without access to the source domain data. This approach is advantageous in scenarios where sharing the source data is impractical due to privacy concerns, data size, or proprietary restrictions

평가 결과

데이터셋과 평가 조건을 선택해 성능·논문·코드를 비교하세요. 보존된 Papers with Code 기록으로, 최신 순위는 아닙니다.

Cityscapes to Foggy Cityscapes

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation / Source Free Object Detection

평가 기록 13건

VisDA-2017

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation

평가 기록 10건

InBreast

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation / Source Free Object Detection

평가 기록 3건

PACS

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation

평가 기록 3건

Cityscapes to ACDC

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation

평가 기록 2건

GTA5 to Cityscapes

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation

평가 기록 1건

nuScenes-to-Pandaset

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation / 3D Source-Free Domain Adaptation

평가 기록 1건

nuScenes-to-SemanticKITTI

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation / 3D Source-Free Domain Adaptation

평가 기록 1건

nuScenes-to-SemanticPOSS

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation / 3D Source-Free Domain Adaptation

평가 기록 1건

nuScenes-to-Waymo Open Dataset

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation / 3D Source-Free Domain Adaptation

평가 기록 1건

SynLiDAR-to-SemanticKITTI

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation / 3D Source-Free Domain Adaptation

평가 기록 1건

SynLiDAR-to-SemanticPOSS

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation / 3D Source-Free Domain Adaptation

평가 기록 1건

SYNTHIA-to-Cityscapes

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation

평가 기록 1건

VIPER-to-Cityscapes

원본 태스크: Domain Adaptation / Source-Free Domain Adaptation

평가 기록 1건

출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.