← 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
FREEDOM (MMFashion + Sentence Bert)	Recall 13.73 nDCG 7.10 Hit Ratio 20.70	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
FREEDOM (ResNet50 + Sentence Bert)	Recall 13.67 nDCG 7.04 Hit Ratio 20.64	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
LATTICE (ALIGN)	Recall 12.73 nDCG 6.64 Hit Ratio 19.27	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
LATTICE (ResNet50 + Sentence Bert)	Recall 12.42 nDCG 6.45 Hit Ratio 18.95	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
NGCF-M (ALIGN)	Recall 11.12 nDCG 5.80 Hit Ratio 17.16	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
VBPR (ALIGN)	Recall 11.06 nDCG 5.85 Hit Ratio 16.86	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
NGCF-M (ResNet50 + Sentence Bert)	Recall 10.85 nDCG 5.73 Hit Ratio 16.73	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
VBPR (ResNet50 + Sentence Bert)	Recall 10.83 nDCG 5.70 Hit Ratio 16.54	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
SGL	Recall 10.76 nDCG 5.93 Hit Ratio 16.68	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
LightGCN	Recall 10.59 nDCG 5.58 Hit Ratio 16.63	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
BM3 (ALIGN)	Recall 10.07 nDCG 5.24 Hit Ratio 15.78	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
BM3 (ResNet50 + Sentence Bert)	Recall 9.94 nDCG 5.14 Hit Ratio 15.56	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
GRCN (ALIGN)	Recall 9.94 nDCG 5.07 Hit Ratio 15.35	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
GRCN (ResNet50 + Sentence Bert)	Recall 9.67 nDCG 9.675.07 Hit Ratio 15.00	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
BPRMF	Recall 9.51 nDCG 5.02 Hit Ratio 14.75	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
DGCF	Recall 9.43 nDCG 5.12 Hit Ratio 14.71	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
NGCF	Recall 9.24 nDCG 4.87 Hit Ratio 14.44	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
ItemKNN	Recall 6.97 nDCG 3.91 Hit Ratio 11.06	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1