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Grounded Situation Recognition On Swig

Metrics

Top-1 Verb
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Top-5 Verbs
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Results

Performance results of various models on this benchmark

Model Name
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Paper TitleRepository
CAQ + RE-VGG38.1930.2365.0550.21Attention-Based Context Aware Reasoning for Situation Recognition
CRF + Aug34.1226.4562.5946.88Commonly Uncommon: Semantic Sparsity in Situation Recognition
SituFormer44.235.2471.2155.75Rethinking the Two-Stage Framework for Grounded Situation Recognition
CRF32.3424.6458.8842.76Situation Recognition: Visual Semantic Role Labeling for Image Understanding-
JSL39.9431.4467.651.88Grounded Situation Recognition
GSRTR40.6332.1569.8154.13Grounded Situation Recognition with Transformers
Kernel GraphNet43.2735.4168.7255.62Mixture-Kernel Graph Attention Network for Situation Recognition-
GraphNet36.7227.5261.9045.39Situation Recognition with Graph Neural Networks
CoFormer44.6635.9873.3157.76Collaborative Transformers for Grounded Situation Recognition
Ours (CoFormer+)58.8851.10--Dynamic Scene Understanding from Vision-Language Representations-
ISL39.3630.0965.5150.16Grounded Situation Recognition
ClipSitu58.1947.2385.6968.42ClipSitu: Effectively Leveraging CLIP for Conditional Predictions in Situation Recognition
RNN + Fusion35.927.4563.0846.88Recurrent Models for Situation Recognition-
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