Scene Graph Generation on PSG
22.2mR@20REACT++
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| REACT++Backbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=true, Latency=19.4, Parameters=35.8M2026.03 | 22.2 | 24.9 | 27.1 | 29.1 | 34.2 | 37.5 | 28.4 | |
| REACT++Backbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=false, Latency=25.9, Parameters=35.8M2026.03 | 22.2 | 24.9 | 27.1 | 29.1 | 34.2 | 37.5 | 28.4 | |
| REACTBackbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=true, Latency=23.0, Parameters=43.3M2026.03 | 18.3 | 20 | 20.8 | 27.5 | 30.9 | 32.2 | 23.9 | |
| REACTBackbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=false, Latency=32.5, Parameters=43.3M2026.03 | 18.3 | 20.1 | 20.9 | 27.6 | 30.9 | 32.3 | 23.9 | |
| PE-NETBackbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=true, Latency=51.7, Parameters=187M2026.03 | 17.1 | 19 | 19.8 | 28 | 31.3 | 32.9 | 23.2 | |
| PE-NETBackbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=false, Latency=103.0, Parameters=187M2026.03 | 17.1 | 19 | 19.9 | 28 | 31.3 | 33 | 23.2 | |
| EGTRDetector=DETR, Latency=78.3, Parameters=42.5M2026.03 | 12 | 14.5 | 16.6 | 24.9 | 30.3 | 33.8 | 19.4 | |
| TransformerBackbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=true, Latency=21.1, Parameters=97.9M2026.03 | 11.3 | 12.4 | 12.8 | 24.1 | 27 | 28.3 | 16.6 | |
| TransformerBackbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=false, Latency=35.1, Parameters=97.9M2026.03 | 11.3 | 12.4 | 13.2 | 24.1 | 27.1 | 28.9 | 16.9 | |
| GPS-NETBackbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=false, Latency=41.1, Parameters=45.3M2026.03 | 11.1 | 12.7 | 13.7 | 26.6 | 30.1 | 31.9 | 17.6 | |
| GPS-NETBackbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=true, Latency=27.8, Parameters=45.3M2026.03 | 10.9 | 12.6 | 13.5 | 26.3 | 30 | 31.8 | 17.3 | |
| VCTreeBackbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=true, Latency=183.2, Parameters=268.0M2026.03 | 10.7 | 12.2 | 12.9 | 22.1 | 25.3 | 26.8 | 16.1 | |
| VCTreeBackbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=false, Latency=239.5, Parameters=268.0M2026.03 | 10.7 | 12.2 | 13 | 22.1 | 25.3 | 26.8 | 16.1 | |
| PE-NETBackbone=ResNeXt-101, Detector=Faster-RCNN, Latency=390.4, Parameters=426.5M2026.03 | 10.7 | 11.7 | 12 | 16.8 | 18.7 | 19.5 | 14.1 | |
| MotifsBackbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=true, Latency=22.4, Parameters=52.9M2026.03 | 10.1 | 11.6 | 12.5 | 25.7 | 28.7 | 30.3 | 16.2 | |
| MotifsBackbone=CSPDarkNet-53, Detector=YOLOV8m-DTS, DCS strategy=false, Latency=35.8, Parameters=52.9M2026.03 | 10.1 | 11.6 | 12.5 | 25.7 | 28.7 | 30.4 | 16.2 | |
| Neural-MotifsBackbone=ResNeXt-101, Detector=Faster-RCNN, Latency=318.6, Parameters=369.6M2026.03 | 8.9 | 9.6 | 9.8 | 16.9 | 18.7 | 19.5 | 12.5 | |
| GPS-NETBackbone=ResNeXt-101, Detector=Faster-RCNN, Latency=313.9, Parameters=391.6M2026.03 | 8.2 | 8.8 | 9.2 | 15.7 | 18.1 | 19.2 | 11.7 | |
| VCTreeBackbone=ResNeXt-101, Detector=Faster-RCNN, Latency=519.5, Parameters=365.9M2026.03 | 7.9 | 9.1 | 9.6 | 18 | 20.7 | 22.3 | 12.4 | |
| RelTRDetector=DETR, Latency=59.6, Parameters=63.7M2026.03 | 7.9 | 10 | 11.7 | 12.9 | 17.3 | 20.2 | 12.4 | |
| TransformerBackbone=ResNeXt-101, Detector=Faster-RCNN, Latency=296.2, Parameters=328.3M2026.03 | 7.6 | 8.2 | 8.5 | 16.2 | 17.9 | 18.7 | 11.1 |