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ResearchFormerly WizWand

Object Detection on 1 Mpx (test)

48.4mAPGET-T
33.42437.31241.245.088Dec 11, 2022Feb 22, 2023May 6, 2023Jul 18, 2023Sep 29, 2023Dec 11, 2023Feb 23, 2024
Updated 8mo ago

Evaluation results

MethodLinks
GET-TBackbone=Transformer + RNN, Detection Head=YOLOX, Runtime (ms)=18.2, Parameters (M)=21.92024.0248.4
ASTMNetBackbone=(T)CNN + RNN, Detection Head=SSD, Time (ms)=72.3, Params (M)=> 100*2022.1248.3
ASTMNetTime (ms)=72.3, Size (M)=> 1002023.1148.3
S5-ViT-BBackbone=Transformer + SSM, Detection Head=YOLOX, Runtime (ms)=9.57, Parameters (M)=18.22024.0247.8
RVT-BBackbone=Transformer + RNN, Detection Head=YOLOX [15], Time (ms)=11.9 (6.1), Params (M)=18.52022.1247.4
RVT-BTime (ms)=11.9, Size (M)=18.52023.1147.4
RVT-BBackbone=Transformer + RNN, Detection Head=YOLOX, Runtime (ms)=11.9, Parameters (M)=18.52024.0247.4
S4D-ViT-BBackbone=Transformer + SSM, Detection Head=YOLOX, Runtime (ms)=10.9, Parameters (M)=16.52024.0246.8
LEOD-RVT-STime (ms)=10.1, Size (M)=9.92023.1146.7
S5-ViT-SBackbone=Transformer + SSM, Detection Head=YOLOX, Runtime (ms)=8.87, Parameters (M)=9.72024.0246.5
Swin-T v2Backbone=Transformer + RNN, Detection Head=YOLOX, Runtime (ms)=34.5, Parameters (M)=21.12024.0246.4
Nested-TBackbone=Transformer + RNN, Detection Head=YOLOX, Runtime (ms)=33.5, Parameters (M)=22.22024.0246
RVT-SBackbone=Transformer + RNN, Detection Head=YOLOX, Time (ms)=10.1 (5.0), Params (M)=9.92022.1244.1
RVT-STime (ms)=10.1, Size (M)=9.92023.1144.1
REDBackbone=CNN + RNN, Detection Head=SSD, Time (ms)=39.3, Params (M)=24.12022.1243
REDTime (ms)=39.3, Size (M)=24.12023.1143
REDBackbone=CNN + RNN, Detection Head=SSD, Runtime (ms)=39.3, Parameters (M)=24.12024.0243
RVT-TBackbone=Transformer + RNN, Detection Head=YOLOX, Time (ms)=9.5 (3.5), Params (M)=4.42022.1241.5
ERGO-12Time (ms)=101.1, Size (M)=59.6, Backbone=Swin Transformer V22023.1140.6
ERGO-12Backbone=Transformer, Detection Head=YOLOv6, Runtime (ms)=100.0, Parameters (M)=59.62024.0240.6
YOLOv3 EventsBackbone=CNN, Detection Head=YOLOV3, Time (ms)=49.4, Params (M)=> 60*2022.1234.6
YOLOv3 EventsBackbone=CNN, Detection Head=YOLOv3, Runtime (ms)=49.4, Parameters (M)=> 60*2024.0234.6
RRC-EventsBackbone=CNN, Detection Head=YOLOv3 [41], Time (ms)=46.4, Params (M)=> 100*2022.1234.3
RRC-EventsBackbone=CNN, Detection Head=YOLOv3, Runtime (ms)=46.4, Parameters (M)=> 100*2024.0234.3
Inception + SSDBackbone=CNN, Detection Head=SSD, Time (ms)=45.2, Params (M)=> 60*2022.1234
Inception + SSDBackbone=CNN, Detection Head=SSD, Runtime (ms)=45.2, Parameters (M)=> 60*2024.0234