← Multimodal Recommendation

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아카이브 평가 18건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

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
LATTICE (ResNet50+ Sentence Bert)	Recall 15.75 nDCG 7.71 Hit Ratio 25.79	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
LATTICE (ALIGN)	Recall 15.71 nDCG 7.63 Hit Ratio 25.65	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
FREEDOM (CLIP)	Recall 15.64 nDCG 7.66 Hit Ratio 25.88	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
FREEDOM (ResNet50+ Sentence Bert)	Recall 15.58 nDCG 7.57 Hit Ratio 23.59	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
NGCF-M (CLIP)	Recall 14.99 nDCG 7.43 Hit Ratio 24.85	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
NGCF-M (ResNet50+ Sentence Bert)	Recall 14.35 nDCG 7.14 Hit Ratio 24.04	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
LightGCN	Recall 13.99 nDCG 6.93 Hit Ratio 23.95	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
BM3 (ALIGN)	Recall 13.84 nDCG 6.75 Hit Ratio 23.40	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
BM3 (ResNet50+ Sentence Bert)	Recall 13.13 nDCG 6.42 Hit Ratio 22.5	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
GRCN (CLIP)	Recall 13.10 nDCG 6.47 Hit Ratio 22.32	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
VBPR (ResNet50+ Sentence Bert)	Recall 12.83 nDCG 6.18 Hit Ratio 22.01	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
VBPR (CLIP)	Recall 12.78 nDCG 6.23 Hit Ratio 22.10	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
GRCN (ResNet50+ Sentence Bert)	Recall 12.31 nDCG 6.08 Hit Ratio 21.20	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
DGCF	Recall 12.19 nDCG 5.89 Hit Ratio 20.89	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
SGL	Recall 11.85 nDCG 5.89 Hit Ratio 20.49	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
ItemKNN	Recall 11.35 nDCG 5.76 Hit Ratio 20.33	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
BPRMF	Recall 11.28 nDCG 5.35 Hit Ratio 19.70	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
NGCF	Recall 11.05 nDCG 5.45 Hit Ratio 19.62	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1