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Second

Benchmarks

Task NameDataset NameSOTA ResultTrend
Semantic Change DetectionSECOND
mIoU74.33
48
Change DetectionSECOND (test)
F1 Score48.2
20
Building Change DetectionSECOND
IoU67.65
16
Object Change ProposalSECOND binary
F1 Score69.5
14
Open-Ended Visual Question AnsweringDelta-SECOND
H-CQS METEOR32.74
13
Choice Visual Question AnsweringDelta-SECOND
H-CIC Single Accuracy64.18
13
Semantic Change DetectionSECOND (test)
Params (M)2.97
13
Building Change DetectionSECOND Building 1.0 (test)
Precision79.9
12
Speech EnhancementSecond (test)
CSIG4.38
11
Reference-based Super-ResolutionSECOND 16x (test)
LPIPS0.3433
8
Reference-based Super-ResolutionSECOND 8x (test)
LPIPS0.2642
8
Semantic-mask-conditioned Change GenerationSECOND
mIoU76.19
6
Open-vocabulary change detectionSECOND (test)
Building IoU48.91
5
Land Cover Change DetectionSECOND (test)
Building IoU45.2
5
Building Change DetectionSECOND (test)
Precision79.9
5
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