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  4. Cross Modal Retrieval On Recipe1M

Cross Modal Retrieval On Recipe1M

评估指标

Image-to-text R@1
Text-to-image R@1

评测结果

各个模型在此基准测试上的表现结果

模型名称
Image-to-text R@1
Text-to-image R@1
Paper TitleRepository
VLPCook73.674.7Vision and Structured-Language Pretraining for Cross-Modal Food Retrieval
X-MRS6463.9Cross-Modal Retrieval and Synthesis (X-MRS): Closing the Modality Gap in Shared Representation Learning-
H-T60.060.3Revamping Cross-Modal Recipe Retrieval with Hierarchical Transformers and Self-supervised Learning
AdaMine39.840.2Cross-Modal Retrieval in the Cooking Context: Learning Semantic Text-Image Embeddings
SCAN54.054.9Cross-Modal Food Retrieval: Learning a Joint Embedding of Food Images and Recipes with Semantic Consistency and Attention Mechanism-
ACME51.852.8Learning Cross-Modal Embeddings with Adversarial Networks for Cooking Recipes and Food Images
T-Food (CLIP)72.372.6Transformer Decoders with MultiModal Regularization for Cross-Modal Food Retrieval
T-Food68.268.3Transformer Decoders with MultiModal Regularization for Cross-Modal Food Retrieval
VLPCook (R1M+)74.975.6Vision and Structured-Language Pretraining for Cross-Modal Food Retrieval
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