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Papers Benchmarks Datasets Tasks

Flickr dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

Flickr

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Membership Inference

Flickr

91.78ASR

15

Node Classification

Flickr full-supervised 100% size (train)

54.65Accuracy

15

Node Classification

Flickr semi-supervised 5% training size

51.42Accuracy

15

Node Classification

Flickr semi-supervised (1% train size)

48.32Accuracy

15

Image Captioning

Flickr 30k

0.364BLEU-4

14

Text-to-Image Generation

Flickr 30K 5,000 samples

33.95FID

14

Inductive Node Classification

Flickr (test)

51.97Accuracy

14

Text-to-Image Retrieval

Flickr8k

57R@1

14

Node Classification

Flickr (transductive)

53.23Accuracy

14

Image Captioning

Flickr30k

36.2BLEU@4

13

Static Graph Anomaly Detection

Flickr

92.34AUROC

12

Node Classification

Flickr original (test)

51.01Accuracy

12

Node Classification

Flickr (inductive)

54.6Micro F1

12

Image Annotation

Flickr30k

49.8R@1

12

Node classification

Flickr

53.2Accuracy

11

Cross-modal Retrieval

Flickr

97.2TR R@5

10

Node Classification

Flickr (Evolving)

46.97Accuracy

10

Node Classification

Flickr (Non-Evolving)

47.53Accuracy

10

Multimodal data classification

Flickr

70.24Accuracy

10

Image Retrieval

Flickr (test)

84.9R@1

10

Flickr (test)

93.6R@1

10

Graph Clustering

Flickr

54.2NMI

10

Node Classification

Flickr (random 10/10/80)

53.8Micro-F1

10

Image-to-Text Retrieval

Flickr (unseen)

96.7R@1

9

Text-to-Image Retrieval

Flickr (unseen)

84.4R@1

9

Page 3 of 6

Popular tasks

Node Classification Text-to-Image Retrieval Multi-Label Classification Image Captioning Image-to-Text Retrieval

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