← Multimodal Recommendation

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Amazon Baby

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 (CLIP)	Recall 8.95 nDCG 4.36 Hit Ratio 14.45	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
FREEDOM (ResNet50 + Sentence Bert)	Recall 8.81 nDCG 4.31 Hit Ratio 14.28	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
LATTICE (ResNet50 + Sentence Bert)	Recall 8.41 nDCG 4.06 Hit Ratio 13.69	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
LATTICE (MMFashion + Sentence Bert)	Recall 8.38 nDCG 4.13 Hit Ratio 13.63	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
BM3 (AltCLIP)	Recall 8.15 nDCG 4.10 Hit Ratio 13.53	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
BM3 (ResNet50 + Sentence Bert)	Recall 8.05 nDCG 3.91 Hit Ratio 13.29	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
NGCF-M (Align)	Recall 7.70 nDCG 3.66 Hit Ratio 12.61	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
LightGCN	Recall 7.56 nDCG 3.82 Hit Ratio 12.60	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
NGCF-M (ResNet50 + Sentence Bert)	Recall 7.18 nDCG 3.50 Hit Ratio 11.91	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
VBPR (MMFashion + Sentence Bert)	Recall 6.42 nDCG 3.12 Hit Ratio 10.39	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
VBPR (ResNet50 + Sentence Bert)	Recall 6.21 nDCG 2.99 Hit Ratio 10.18	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
DGCF	Recall 6.08 nDCG 3.03 Hit Ratio 10.26	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
SGL	Recall 5.77 nDCG 2.93 Hit Ratio 9.40	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
BPRMF	Recall 5.48 nDCG 2.67 Hit Ratio 9.04	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
GRCN (ResNet50 + Sentence Bert)	Recall 5.29 nDCG 2.48 Hit Ratio 8.81	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
GRCN (Align)	Recall 5.21 nDCG 2.43 Hit Ratio 8.76	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
NGCF	Recall 5.09 nDCG 2.39 Hit Ratio 8.59	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1
ItemKNN	Recall 2.46 nDCG 1.19 Hit Ratio 4.21	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation 2024-09-24	코드 1