OpenCodePapers

grounded-situation-recognition-on-swig

Scene UnderstandingSituation RecognitionGrounded Situation Recognition
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PaperCodeTop-1 VerbTop-1 Verb & Grounded-ValueTop-1 Verb & ValueTop-5 VerbsTop-5 Verbs & Grounded-ValueTop-5 Verbs & ValueModelNameReleaseDate
Dynamic Scene Understanding from Vision-Language Representations58.8841.2851.1058.23Ours (CoFormer+)2025-01-20
From Semantics, Scene to Instance-awareness: Distilling Foundation Model for Grounded Open-vocabulary Situation Recognition58.8641.7849.33MIPD2025-07-19
ClipSitu: Effectively Leveraging CLIP for Conditional Predictions in Situation Recognition✓ Link58.1940.0147.2385.69 49.7868.42ClipSitu2023-07-02
Collaborative Transformers for Grounded Situation Recognition✓ Link44.6629.0535.9873.3146.2557.76CoFormer2022-03-30
Rethinking the Two-Stage Framework for Grounded Situation Recognition✓ Link44.229.2235.2471.214655.75SituFormer2021-12-10
Mixture-Kernel Graph Attention Network for Situation Recognition43.2735.4168.7255.62Kernel GraphNet2019-10-01
Grounded Situation Recognition with Transformers✓ Link40.6325.4932.1569.8142.554.13GSRTR2021-11-19
Grounded Situation Recognition✓ Link39.9424.8631.4467.640.651.88JSL2020-03-26
Grounded Situation Recognition✓ Link39.3622.7330.0965.5136.650.16ISL2020-03-26
Attention-Based Context Aware Reasoning for Situation Recognition✓ Link38.1930.2365.0550.21CAQ + RE-VGG2020-06-01
Situation Recognition with Graph Neural Networks✓ Link36.7227.5261.9045.39GraphNet2017-08-14
Recurrent Models for Situation Recognition35.927.4563.0846.88RNN + Fusion2017-03-18
Commonly Uncommon: Semantic Sparsity in Situation Recognition✓ Link34.1226.4562.5946.88CRF + Aug2016-12-03
Situation Recognition: Visual Semantic Role Labeling for Image Understanding✓ Link32.3424.6458.8842.76CRF2016-06-01
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