← Multimodal Recommendation

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Amazon Beauty

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 (ALIGN)	Recall 13.93 nDCG 7.21 Hit Ratio 21.31	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
FREEDOM (MMFashion + Sentecen Bert)	Recall 13.87 nDCG 7.17 Hit Ratio 21.18	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
FREEDOM (ResNet50 + Sentence Bert)	Recall 13.85 nDCG 7.24 Hit Ratio 21.11	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
LATTICE (ResNet50 + Sentence Bert)	Recall 13.44 nDCG 7.03 Hit Ratio 20.65	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
LightGCN	Recall 12.30 nDCG 6.42 Hit Ratio 19.03	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
VBPR (AltCLIP)	Recall 11.94 nDCG 6.15 Hit Ratio 18.19	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
NGCF-M (MMFashion + Sentecen Bert)	Recall 11.93 nDCG 6.21 Hit Ratio 18.22	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
SGL	Recall 11.82 nDCG 6.50 Hit Ratio 18.17	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
NGCF-M (ResNet50 + Sentence Bert)	Recall 11.72 nDCG 6.11 Hit Ratio 18.12	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
BM3 (ALIGN)	Recall 11.67 nDCG 6.04 Hit Ratio 18.04	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
VBPR (ResNet50 + Sentence Bert)	Recall 11.54 nDCG 6.08 Hit Ratio 17.64	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
BM3 (ResNet50 + Sentence Bert)	Recall 11.28 nDCG 5.83 Hit Ratio 17.65	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
BPRMF	Recall 10.72 nDCG 5.36 Hit Ratio 16.55	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
NGCF	Recall 10.42 nDCG 5.27 Hit Ratio 16.21	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
DGCF	Recall 10.42 nDCG 5.27 Hit Ratio 16.21	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
GRCN (ALIGN)	Recall 10.26 nDCG 5.15 Hit Ratio 16.09	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
GRCN (ResNet50 + Sentence Bert)	Recall 9.57 nDCG 4.83 Hit Ratio 14.89	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
ItemKNN	Recall 6.97 nDCG 3.85 Hit Ratio 10.89	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1