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Object Detection 벤치마크

Object Detection on STCrowd

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AP

49 55.48 61.95 68.43 74.9 2016-11 2026-09 Early-Fusion — 54.4 (2016-11-08) Early-Fusion — 54.4 (2016-11-08) Early-Fusion — 54.4 (2016-11-08) Early-Fusion — 54.4 (2016-11-08) Early-Fusion — 54.4 (2016-11-08) ProbEN — 60.0 (2021-04-07) ProbEN — 60.0 (2021-04-07) ProbEN — 60.0 (2021-04-07) ProbEN — 60.0 (2021-04-07) ProbEN — 60.0 (2021-04-07) CMX — 61.0 (2022-03-09) CMX — 61.0 (2022-03-09) CMX — 61.0 (2022-03-09) CMX — 61.0 (2022-03-09) CMX — 61.0 (2022-03-09) FPN-Fusion — 61.5 (2022-03-30) FPN-Fusion — 61.5 (2022-03-30) FPN-Fusion — 61.5 (2022-03-30) FPN-Fusion — 61.5 (2022-03-30) FPN-Fusion — 61.5 (2022-03-30) HRFuser — 49.0 (2022-06-30) HRFuser — 49.0 (2022-06-30) HRFuser — 49.0 (2022-06-30) HRFuser — 49.0 (2022-06-30) HRFuser — 49.0 (2022-06-30) MMPedestron — 74.9 (2024-07-14) MMPedestron — 74.9 (2024-07-14) MMPedestron — 74.9 (2024-07-14) MMPedestron — 74.9 (2024-07-14) MMPedestron — 74.9 (2024-07-14) Early-Fusion — 54.4 (2016-11-08) ProbEN — 60.0 (2021-04-07) CMX — 61.0 (2022-03-09) FPN-Fusion — 61.5 (2022-03-30) MMPedestron — 74.9 (2024-07-14)
RankModel AP PaperCodeYear
1 MMPedestron 74.9 When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset BubblyYi/MMPedestron 2024
2 FPN-Fusion 61.5 Fusing Event-based and RGB camera for Robust Object Detection in Adverse Conditions abhishek1411/event-rgb-fusion 2022
3 CMX 61.0 CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers huaaaliu/rgbx_semantic_segmentation 2022
4 ProbEN 60.0 Multimodal Object Detection via Probabilistic Ensembling Jamie725/Multimodal-Object-Detection-via-Probabilistic-Ensembling · Jamie725/RGBT-detection · aimerykong/RGBT-detection 2021
5 Early-Fusion 54.4 Multispectral Deep Neural Networks for Pedestrian Detection SoonminHwang/rgbt-ped-detection · xuez-phd/tfdet 2016
6 HRFuser 49.0 HRFuser: A Multi-resolution Sensor Fusion Architecture for 2D Object Detection timbroed/hrfuser 2022
7 MMPedestron 74.9 When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset BubblyYi/MMPedestron 2024
8 FPN-Fusion 61.5 Fusing Event-based and RGB camera for Robust Object Detection in Adverse Conditions abhishek1411/event-rgb-fusion 2022
9 CMX 61.0 CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers huaaaliu/rgbx_semantic_segmentation 2022
10 ProbEN 60.0 Multimodal Object Detection via Probabilistic Ensembling Jamie725/Multimodal-Object-Detection-via-Probabilistic-Ensembling · Jamie725/RGBT-detection · aimerykong/RGBT-detection 2021
11 Early-Fusion 54.4 Multispectral Deep Neural Networks for Pedestrian Detection SoonminHwang/rgbt-ped-detection · xuez-phd/tfdet 2016
12 HRFuser 49.0 HRFuser: A Multi-resolution Sensor Fusion Architecture for 2D Object Detection timbroed/hrfuser 2022
13 MMPedestron 74.9 When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset BubblyYi/MMPedestron 2024
14 FPN-Fusion 61.5 Fusing Event-based and RGB camera for Robust Object Detection in Adverse Conditions abhishek1411/event-rgb-fusion 2022
15 CMX 61.0 CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers huaaaliu/rgbx_semantic_segmentation 2022
16 ProbEN 60.0 Multimodal Object Detection via Probabilistic Ensembling Jamie725/Multimodal-Object-Detection-via-Probabilistic-Ensembling · Jamie725/RGBT-detection · aimerykong/RGBT-detection 2021
17 Early-Fusion 54.4 Multispectral Deep Neural Networks for Pedestrian Detection SoonminHwang/rgbt-ped-detection · xuez-phd/tfdet 2016
18 HRFuser 49.0 HRFuser: A Multi-resolution Sensor Fusion Architecture for 2D Object Detection timbroed/hrfuser 2022
19 MMPedestron 74.9 When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset BubblyYi/MMPedestron 2024
20 FPN-Fusion 61.5 Fusing Event-based and RGB camera for Robust Object Detection in Adverse Conditions abhishek1411/event-rgb-fusion 2022
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