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Models/IMRAM

IMRAM

Reported on 36 benchmarks across 3 tasks · 1 paper · 22 SOTA

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@10· 2020-03-08
96.6
best: 100 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@1· 2020-03-08
53.7
best: 84.8 (BEiT-3)
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@10· 2020-03-08
91
best: 98.5 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Image Retrieval with Multi-Modal QueryonCOCO 2014
Image-to-text R@5· 2020-03-08
83.2
best: 96.5 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal Information RetrievalonFlickr30k
Image-to-text R@1· 2020-03-08
74.1
best: 98.8 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal Information RetrievalonFlickr30k
Image-to-text R@10· 2020-03-08
96.6
best: 100 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal Information RetrievalonFlickr30k
Image-to-text R@5· 2020-03-08
93
best: 100 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal Information RetrievalonFlickr30k
Text-to-image R@1· 2020-03-08
53.9
best: 93.3 (ERNIE-ViL 2.0)
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal Information RetrievalonFlickr30k
Text-to-image R@10· 2020-03-08
87.2
best: 99.8 (ERNIE-ViL 2.0)
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal Information RetrievalonFlickr30k
Text-to-image R@5· 2020-03-08
79.4
best: 99.4 (ERNIE-ViL 2.0)
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@1· 2020-03-08
53.7
best: 84.8 (BEiT-3)
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@10· 2020-03-08
91
best: 98.5 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal Information RetrievalonCOCO 2014
Image-to-text R@5· 2020-03-08
83.2
best: 96.5 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Image Retrieval with Multi-Modal QueryonFlickr30k
Image-to-text R@1· 2020-03-08
74.1
best: 98.8 (X2-VLM (large))
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Image Retrieval with Multi-Modal QueryonFlickr30k
Image-to-text R@5· 2020-03-08
93
best: 100 (X2-VLM (large))
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Image Retrieval with Multi-Modal QueryonFlickr30k
Text-to-image R@1· 2020-03-08
53.9
best: 93.3 (ERNIE-ViL 2.0)
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Image Retrieval with Multi-Modal QueryonFlickr30k
Text-to-image R@10· 2020-03-08
87.2
best: 99.8 (ERNIE-ViL 2.0)
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Image Retrieval with Multi-Modal QueryonFlickr30k
Text-to-image R@5· 2020-03-08
79.4
best: 99.5 (M2-Encoder)
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@1· 2020-03-08
39.7
best: 68 (VAST)
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@10· 2020-03-08
79.8
best: 92.8 (VAST)
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Image Retrieval with Multi-Modal QueryonCOCO 2014
Text-to-image R@5· 2020-03-08
69.1
best: 92.8 (BEiT-3)
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@1· 2020-03-08
39.7
best: 68 (VAST)
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@10· 2020-03-08
79.8
best: 92.8 (VAST)
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal Information RetrievalonCOCO 2014
Text-to-image R@5· 2020-03-08
69.1
best: 92.8 (BEiT-3)
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772

Natural Language Processing12 results

Cross-Modal RetrievalonFlickr30k
Image-to-text R@1· 2020-03-08
74.1
best: 98.8 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal RetrievalonFlickr30k
Image-to-text R@10· 2020-03-08
96.6
best: 100 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal RetrievalonFlickr30k
Image-to-text R@5· 2020-03-08
93
best: 100 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal RetrievalonFlickr30k
Text-to-image R@1· 2020-03-08
53.9
best: 93.3 (ERNIE-ViL 2.0)
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal RetrievalonFlickr30k
Text-to-image R@10· 2020-03-08
87.2
best: 99.8 (ERNIE-ViL 2.0)
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal RetrievalonFlickr30k
Text-to-image R@5· 2020-03-08
79.4
best: 99.4 (ERNIE-ViL 2.0)
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@1· 2020-03-08
53.7
best: 84.8 (BEiT-3)
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@10· 2020-03-08
91
best: 98.5 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal RetrievalonCOCO 2014
Image-to-text R@5· 2020-03-08
83.2
best: 96.5 (X2-VLM (large))
SOTA
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@1· 2020-03-08
39.7
best: 68 (VAST)
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@10· 2020-03-08
79.8
best: 92.8 (VAST)
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772
Cross-Modal RetrievalonCOCO 2014
Text-to-image R@5· 2020-03-08
69.1
best: 92.8 (BEiT-3)
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval arXiv:2003.03772