ML Research Wiki / Benchmarks / Scene Graph Generation / Visual Genome

Visual Genome

Scene Graph Generation Benchmark

Performance Over Time

📊 Showing 16 results | 📏 Metric: Recall@50

Top Performing Models

Rank Model Paper Recall@50 Date Code
1 SpeaQ (without reweighting) Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection 32.90 2024-03-26 📦 mlvlab/speaq
2 SpeaQ (with reweighting) Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection 32.10 2024-03-26 📦 mlvlab/speaq
3 Causal-TDE Unbiased Scene Graph Generation from Biased Training 31.93 2020-02-27 📦 KaihuaTang/Scene-Graph-Benchmark.pytorch 📦 coldmanck/recovering-unbiased-scene-graphs 📦 jaleedkhan/jSGG
4 SG-EBM Energy-Based Learning for Scene Graph Generation 31.74 2021-03-03 📦 mods333/energy-based-scene-graph
5 GPS-Net GPS-Net: Graph Property Sensing Network for Scene Graph Generation 28.90 2020-03-29 📦 taksau/GPS-Net
6 LOGIN Tackling the Challenges in Scene Graph Generation with Local-to-Global Interactions 28.20 2021-06-16 📦 sangminwoo/Local-to-Global-Interaction-Networks-SGG
7 VCTree Learning to Compose Dynamic Tree Structures for Visual Contexts 27.90 2018-12-05 📦 KaihuaTang/Scene-Graph-Benchmark.pytorch 📦 KaihuaTang/VCTree-Scene-Graph-Generation 📦 KaihuaTang/VCTree-Visual-Question-Answering
8 NODIS NODIS: Neural Ordinary Differential Scene Understanding 27.70 2020-01-14 📦 yrcong/NODIS
9 KERN Knowledge-Embedded Routing Network for Scene Graph Generation 27.10 2019-03-08 📦 yuweihao/KERN 📦 HCPLab-SYSU/KERN 📦 ZhecanJamesWang/GLAT_SGG
10 DLFE Recovering the Unbiased Scene Graphs from the Biased Ones 25.40 2021-07-05 📦 coldmanck/recovering-unbiased-scene-graphs

All Papers (16)

mlvlab/speaq
mlvlab/speaq
KaihuaTang/Scene-Graph-Benchmark.pytorch coldmanck/recovering-unbiased-scene-graphs
mods333/energy-based-scene-graph
taksau/GPS-Net
sangminwoo/Local-to-Global-Interaction-Networks-SGG
KaihuaTang/Scene-Graph-Benchmark.pytorch KaihuaTang/VCTree-Scene-Graph-Generation
yrcong/NODIS
yuweihao/KERN HCPLab-SYSU/KERN ZhecanJamesWang/GLAT_SGG
coldmanck/recovering-unbiased-scene-graphs
waxnkw/ietrans-sgg.pytorch rlqja1107/torch-st-sgg
lili0415/psg-biased-annotation
rafa-cxg/PySGG-cxg
jwyang/graph-rcnn.pytorch microsoft/scene_graph_benchmark ceyzaguirre4/NSM
yikang-li/MSDN
CYVincent/Scene-Graph-Transformer-CogTree