Recommendation Systems on Amazon Baby

Metric: nDCG (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	nDCG▼	Extra Data	Paper	Date↕	Code
1	FREEDOM (CLIP)	4.36	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
2	FREEDOM (ResNet50 + Sentence Bert)	4.31	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
3	LATTICE (MMFashion + Sentence Bert)	4.13	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
4	BM3 (AltCLIP)	4.1	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
5	LATTICE (ResNet50 + Sentence Bert)	4.06	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
6	BM3 (ResNet50 + Sentence Bert)	3.91	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
7	LightGCN	3.82	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
8	NGCF-M (Align)	3.66	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
9	NGCF-M (ResNet50 + Sentence Bert)	3.5	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
10	VBPR (MMFashion + Sentence Bert)	3.12	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
11	DGCF	3.03	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
12	VBPR (ResNet50 + Sentence Bert)	2.99	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
13	SGL	2.93	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
14	BPRMF	2.67	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
15	GRCN (ResNet50 + Sentence Bert)	2.48	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
16	GRCN (Align)	2.43	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
17	NGCF	2.39	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code
18	ItemKNN	1.19	No	Ducho meets Elliot: Large-scale Benchmarks for M...	2024-09-24	Code

#1FREEDOM (CLIP)SOTA
4.36
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#2FREEDOM (ResNet50 + Sentence Bert)
4.31
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#3LATTICE (MMFashion + Sentence Bert)
4.13
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#4BM3 (AltCLIP)
4.1
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#5LATTICE (ResNet50 + Sentence Bert)
4.06
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#6BM3 (ResNet50 + Sentence Bert)
3.91
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#7LightGCN
3.82
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#8NGCF-M (Align)
3.66
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#9NGCF-M (ResNet50 + Sentence Bert)
3.5
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#10VBPR (MMFashion + Sentence Bert)
3.12
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#11DGCF
3.03
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#12VBPR (ResNet50 + Sentence Bert)
2.99
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#13SGL
2.93
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#14BPRMF
2.67
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#15GRCN (ResNet50 + Sentence Bert)
2.48
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#16GRCN (Align)
2.43
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#17NGCF
2.39
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code
#18ItemKNN
1.19
nDCG· 2024-09-24
Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation Code