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Models/DSMD

DSMD

Reported on 36 benchmarks across 3 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Miscellaneous24 results

Image Retrieval with Multi-Modal QueryonFlickr30k
Image-to-text R@1· 2024-04-16
82.5
best: 98.8 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Image Retrieval with Multi-Modal QueryonFlickr30k
Image-to-text R@10· 2024-04-16
97.7
best: 100 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Image Retrieval with Multi-Modal QueryonFlickr30k
Image-to-text R@5· 2024-04-16
95.5
best: 100 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Image Retrieval with Multi-Modal QueryonFlickr30k
Text-to-image R@1· 2024-04-16
68.4
best: 93.3 (ERNIE-ViL 2.0)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Image Retrieval with Multi-Modal QueryonFlickr30k
Text-to-image R@10· 2024-04-16
94.4
best: 99.8 (ERNIE-ViL 2.0)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Image Retrieval with Multi-Modal QueryonFlickr30k
Text-to-image R@5· 2024-04-16
90.8
best: 99.5 (M2-Encoder)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@1· 2024-04-16
48
best: 84.8 (BEiT-3)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@10· 2024-04-16
84.5
best: 98.5 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@5· 2024-04-16
75.6
best: 96.5 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@1· 2024-04-16
62.1
best: 68 (VAST)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@10· 2024-04-16
92
best: 92.8 (VAST)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@5· 2024-04-16
85.9
best: 92.8 (BEiT-3)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal Information RetrievalonFlickr30k
Image-to-text R@1· 2024-04-16
82.5
best: 98.8 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal Information RetrievalonFlickr30k
Image-to-text R@10· 2024-04-16
97.7
best: 100 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal Information RetrievalonFlickr30k
Image-to-text R@5· 2024-04-16
95.5
best: 100 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal Information RetrievalonFlickr30k
Text-to-image R@1· 2024-04-16
68.4
best: 93.3 (ERNIE-ViL 2.0)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal Information RetrievalonFlickr30k
Text-to-image R@10· 2024-04-16
94.4
best: 99.8 (ERNIE-ViL 2.0)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal Information RetrievalonFlickr30k
Text-to-image R@5· 2024-04-16
90.8
best: 99.4 (ERNIE-ViL 2.0)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@1· 2024-04-16
48
best: 84.8 (BEiT-3)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@10· 2024-04-16
84.5
best: 98.5 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@5· 2024-04-16
75.6
best: 96.5 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@1· 2024-04-16
62.1
best: 68 (VAST)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@10· 2024-04-16
92
best: 92.8 (VAST)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@5· 2024-04-16
85.9
best: 92.8 (BEiT-3)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838

Natural Language Processing12 results

Cross-Modal RetrievalonFlickr30k
Image-to-text R@1· 2024-04-16
82.5
best: 98.8 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal RetrievalonFlickr30k
Image-to-text R@10· 2024-04-16
97.7
best: 100 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal RetrievalonFlickr30k
Image-to-text R@5· 2024-04-16
95.5
best: 100 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal RetrievalonFlickr30k
Text-to-image R@1· 2024-04-16
68.4
best: 93.3 (ERNIE-ViL 2.0)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal RetrievalonFlickr30k
Text-to-image R@10· 2024-04-16
94.4
best: 99.8 (ERNIE-ViL 2.0)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal RetrievalonFlickr30k
Text-to-image R@5· 2024-04-16
90.8
best: 99.4 (ERNIE-ViL 2.0)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@1· 2024-04-16
48
best: 84.8 (BEiT-3)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@10· 2024-04-16
84.5
best: 98.5 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@5· 2024-04-16
75.6
best: 96.5 (X2-VLM (large))
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@1· 2024-04-16
62.1
best: 68 (VAST)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@10· 2024-04-16
92
best: 92.8 (VAST)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@5· 2024-04-16
85.9
best: 92.8 (BEiT-3)
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning arXiv:2404.10838