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Object Detection
벤치마크
Object Detection on
DSEC
60개 결과 ·
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mAP
17.6
22.7
27.8
32.9
38
2017-09
2026-09
SENet — 26.2 (2017-09-05)
SENet — 26.2 (2017-09-05)
SENet — 26.2 (2017-09-05)
SENet — 26.2 (2017-09-05)
SENet — 26.2 (2017-09-05)
CBAM — 26.1 (2018-07-17)
CBAM — 26.1 (2018-07-17)
CBAM — 26.1 (2018-07-17)
CBAM — 26.1 (2018-07-17)
CBAM — 26.1 (2018-07-17)
ECANet — 25.7 (2019-10-08)
ECANet — 25.7 (2019-10-08)
ECANet — 25.7 (2019-10-08)
ECANet — 25.7 (2019-10-08)
ECANet — 25.7 (2019-10-08)
SAGate — 19.6 (2020-07-17)
SAGate — 19.6 (2020-07-17)
SAGate — 19.6 (2020-07-17)
SAGate — 19.6 (2020-07-17)
SAGate — 19.6 (2020-07-17)
RAMNet — 17.6 (2021-02-18)
RAMNet — 17.6 (2021-02-18)
RAMNet — 17.6 (2021-02-18)
RAMNet — 17.6 (2021-02-18)
RAMNet — 17.6 (2021-02-18)
DCF — 25.7 (2021-06-19)
DCF — 25.7 (2021-06-19)
DCF — 25.7 (2021-06-19)
DCF — 25.7 (2021-06-19)
DCF — 25.7 (2021-06-19)
SPNet — 27.7 (2021-08-18)
SPNet — 27.7 (2021-08-18)
SPNet — 27.7 (2021-08-18)
SPNet — 27.7 (2021-08-18)
SPNet — 27.7 (2021-08-18)
EFNet — 30.0 (2021-11-30)
EFNet — 30.0 (2021-11-30)
EFNet — 30.0 (2021-11-30)
EFNet — 30.0 (2021-11-30)
EFNet — 30.0 (2021-11-30)
CMX — 29.1 (2022-03-09)
CMX — 29.1 (2022-03-09)
CMX — 29.1 (2022-03-09)
CMX — 29.1 (2022-03-09)
CMX — 29.1 (2022-03-09)
FPN-Fusion — 24.4 (2022-03-30)
FPN-Fusion — 24.4 (2022-03-30)
FPN-Fusion — 24.4 (2022-03-30)
FPN-Fusion — 24.4 (2022-03-30)
FPN-Fusion — 24.4 (2022-03-30)
RENet — 29.4 (2022-09-17)
RENet — 29.4 (2022-09-17)
RENet — 29.4 (2022-09-17)
RENet — 29.4 (2022-09-17)
RENet — 29.4 (2022-09-17)
CAFR — 38.0 (2024-07-17)
CAFR — 38.0 (2024-07-17)
CAFR — 38.0 (2024-07-17)
CAFR — 38.0 (2024-07-17)
CAFR — 38.0 (2024-07-17)
SENet — 26.2 (2017-09-05)
SPNet — 27.7 (2021-08-18)
EFNet — 30.0 (2021-11-30)
CAFR — 38.0 (2024-07-17)
2017-09-05 — SENet: mAP 26.2
2021-08-18 — SPNet: mAP 27.7
2021-11-30 — EFNet: mAP 30.0
2024-07-17 — CAFR: mAP 38.0
Rank
Model
mAP
Paper
Code
Year
1
CAFR
38.0
Embracing Events and Frames with Hierarchical Feature Refinement Network for Object Detection
hucaofighting/frn
2024
2
EFNet
30.0
Event-Based Fusion for Motion Deblurring with Cross-modal Attention
AHupuJR/EFNet
2021
3
RENet
29.4
RGB-Event Fusion for Moving Object Detection in Autonomous Driving
zzy-zhou/renet
·
zzy-zhou/dsec-mos
2022
4
CMX
29.1
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers
huaaaliu/rgbx_semantic_segmentation
2022
5
SPNet
27.7
Specificity-preserving RGB-D Saliency Detection
taozh2017/RGBD-SODsurvey
·
taozh2017/spnet
·
nnizhang/SMAC
2021
6
SENet
26.2
Squeeze-and-Excitation Networks
PaddlePaddle/PaddleOCR
·
xmu-xiaoma666/External-Attention-pytorch
·
open-mmlab/mmpose
·
+82
2017
7
CBAM
26.1
CBAM: Convolutional Block Attention Module
xmu-xiaoma666/External-Attention-pytorch
·
osmr/imgclsmob
·
Jongchan/attention-module
·
+28
2018
8
DCF
25.7
Calibrated RGB-D Salient Object Detection
jiwei0921/DCF
2021
8
ECANet
25.7
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks
rwightman/pytorch-image-models
·
xmu-xiaoma666/External-Attention-pytorch
·
BangguWu/ECANet
·
+10
2019
10
FPN-Fusion
24.4
Fusing Event-based and RGB camera for Robust Object Detection in Adverse Conditions
abhishek1411/event-rgb-fusion
2022
11
SAGate
19.6
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation
charlesCXK/RGBD_Semantic_Segmentation_PyTorch
·
David-zaiwang/114_rgbd_seg
2020
12
RAMNet
17.6
Combining Events and Frames using Recurrent Asynchronous Multimodal Networks for Monocular Depth Prediction
uzh-rpg/rpg_ramnet
2021
13
CAFR
38.0
Embracing Events and Frames with Hierarchical Feature Refinement Network for Object Detection
hucaofighting/frn
2024
14
EFNet
30.0
Event-Based Fusion for Motion Deblurring with Cross-modal Attention
AHupuJR/EFNet
2021
15
RENet
29.4
RGB-Event Fusion for Moving Object Detection in Autonomous Driving
zzy-zhou/renet
·
zzy-zhou/dsec-mos
2022
16
CMX
29.1
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers
huaaaliu/rgbx_semantic_segmentation
2022
17
SPNet
27.7
Specificity-preserving RGB-D Saliency Detection
taozh2017/RGBD-SODsurvey
·
taozh2017/spnet
·
nnizhang/SMAC
2021
18
SENet
26.2
Squeeze-and-Excitation Networks
PaddlePaddle/PaddleOCR
·
xmu-xiaoma666/External-Attention-pytorch
·
open-mmlab/mmpose
·
+82
2017
19
CBAM
26.1
CBAM: Convolutional Block Attention Module
xmu-xiaoma666/External-Attention-pytorch
·
osmr/imgclsmob
·
Jongchan/attention-module
·
+28
2018
20
DCF
25.7
Calibrated RGB-D Salient Object Detection
jiwei0921/DCF
2021
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