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Models/LGSGM

LGSGM

Reported on 11 benchmarks across 2 tasks · 1 paper · 5 SOTA

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

Computer Vision7 results

Image RetrievalonFlickr30K 1K test
R@10· 2021-06-04
90.2
best: 98.7 (X-VLM (base))
SOTA
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval arXiv:2106.02400
Image RetrievalonFlickr30K 1K test
R@5· 2021-06-04
84.1
best: 97.3 (X-VLM (base))
SOTA
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval arXiv:2106.02400
Image RetrievalonFlickr30k
Recall@10· 2021-06-04
90.2
best: 98.9 (BLIP-2 ViT-G (zero-shot, 1K test set))
SOTA
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval arXiv:2106.02400
Image RetrievalonFlickr30k
Recall@5· 2021-06-04
84.1
best: 98.1 (BLIP-2 ViT-G (zero-shot, 1K test set))
SOTA
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval arXiv:2106.02400
Image RetrievalonFlickr30k
Recall@Sum· 2021-06-04
231.7
SOTA
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval arXiv:2106.02400
Image RetrievalonFlickr30K 1K test
R@1· 2021-06-04
57.4
best: 86.9 (X-VLM (base))
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval arXiv:2106.02400
Image RetrievalonFlickr30k
Recall@1· 2021-06-04
57.4
best: 89.7 (BLIP-2 ViT-G (zero-shot, 1K test set))
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval arXiv:2106.02400

Natural Language Processing4 results

Image-to-Text RetrievalonFlickr30k
Recall@1· 2021-06-04
71
best: 97.9 (InternVL-G-FT (finetuned, w/o ranking))
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval arXiv:2106.02400
Image-to-Text RetrievalonFlickr30k
Recall@10· 2021-06-04
96.1
best: 100 (InternVL-G-FT (finetuned, w/o ranking))
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval arXiv:2106.02400
Image-to-Text RetrievalonFlickr30k
Recall@5· 2021-06-04
91.9
best: 100 (InternVL-G-FT (finetuned, w/o ranking))
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval arXiv:2106.02400
Image-to-Text RetrievalonFlickr30k
Recall@Sum· 2021-06-04
259
best: 268 (GSMN)
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval arXiv:2106.02400