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Papers Benchmarks Datasets Tasks

Flickr30k dataset and benchmarks – Page 7 · SOTA2 Research

Research Datasets

Flickr30k

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Short-caption Text-to-Image Retrieval

Flickr30K

83.3Recall@1

4

Image Captioning

Flickr30K

23.2Caption Length

4

Image Captioning

Flickr30K 1,000 images (test)

66.3BLEU-1

4

Flickr30k (test)

17R@1

4

Text-to-Image Retrieval

Flickr30k Clean

42.5Recall@1

3

Image-to-Text Retrieval

Flickr30k Clean

61.1Recall@1

3

Image-Text Retrieval

Flickr30k OOD for Retrieval (test)

0.96SD (pp)

3

Image Captioning

Flickr30k OOD for Caption (test)

0.9SD (pp)

3

Image-to-Text Retrieval

Flickr30K

92.9I2T Score

3

Interactive text-to-image retrieval

Flickr30k (test)

0.581BRI

3

Phrase Grounding

Flickr30k (val)

0.841Accuracy@0.5 IoU

3

Controlled Caption Generation

Localized Narratives of Flickr30k

64.4BLEU-1

3

Controlled Trace Generation

Flickr30k Localized Narratives

0.253LBM (k=0)

3

Region-to-Phrase Grounding

Flickr30K Entities (dev)

86.97Upper Bound

3

Natural Language Object Retrieval

Flickr30K Entities (test)

76.9R@1

3

Adversarial Attack Transfer (Target: GPT-4o-mini)

Flickr30K (test)

62.37ASR

2

Adversarial Attack Transfer (Target: GPT-4o)

Flickr30K (test)

67.46ASR

2

Adversarial Attack Transfer (Target: Claude-3.5)

Flickr30K (test)

67.71ASR

2

Adversarial Attack Transfer (Target: Qwen2-VL)

Flickr30K (test)

30.8ASR

2

Adversarial Attack Transfer (Target: BLIP-2)

Flickr30K (test)

10.5Attack Success Rate (ASR)

2

Text-to-Image Retrieval

Flickr30k Corrupt

23.6Recall@1

2

Image-to-Text Retrieval

Flickr30k Corrupt

31.6Recall@1

2

Caption Generation

Flickr30k

16.43CHAIRi

2

Image-to-Text Retrieval

Flickr30K

80.8Recall@5

2

Image-Text Retrieval

Flickr30K

41.5Image Retrieval Recall@1

2

Page 7 of 8

Popular tasks

Image-to-Text Retrieval Image Captioning Text-to-Image Retrieval Image-Text Retrieval Text Retrieval

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