Pedestrian Detection on LLVIP

Metric: AP (higher is better)

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#	Model↕	AP▼	Extra Data	Paper	Date↕	Code
1	MMPedestron	0.726	No	When Pedestrian Detection Meets Multi-Modal Lear...	2024-07-14	Code
2	CAFF-DINO	0.685	No	-	-	-
3	YoloV5	0.67	No	LLVIP: A Visible-infrared Paired Dataset for Low...	2021-08-24	Code
4	MiPa	0.665	No	MiPa: Mixed Patch Infrared-Visible Modality Agno...	2024-04-29	Code
5	CFT	0.636	No	Cross-Modality Fusion Transformer for Multispect...	2021-10-30	Code
6	UniRGB-IR	0.632	No	UniRGB-IR: A Unified Framework for RGB-Infrared ...	2024-04-26	Code
7	RSDet	0.613	No	Removal then Selection: A Coarse-to-Fine Fusion ...	2024-01-19	Code
8	CMX	0.596	No	CMX: Cross-Modal Fusion for RGB-X Semantic Segme...	2022-03-09	Code
9	CSSA	0.592	No	-	-	-
10	YoloV3	0.582	No	LLVIP: A Visible-infrared Paired Dataset for Low...	2021-08-24	Code
11	GAFF	0.558	No	-	-	-
12	Halfway Fusion	0.551	No	-	-	-
13	YoloV5-RGB	0.527	No	LLVIP: A Visible-infrared Paired Dataset for Low...	2021-08-24	Code
14	ProbEn	0.515	No	Multimodal Object Detection via Probabilistic En...	2021-04-07	Code
15	ProbEn	0.515	No	Multimodal Object Detection via Probabilistic En...	2021-04-07	Code
16	YoloV3-RGB	0.466	No	LLVIP: A Visible-infrared Paired Dataset for Low...	2021-08-24	Code

#1MMPedestronSOTA
0.726
AP· 2024-07-14
When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset Code
#2CAFF-DINO
0.685
AP
No paper
#3YoloV5SOTA
0.67
AP· 2021-08-24
LLVIP: A Visible-infrared Paired Dataset for Low-light Vision Code
#4MiPa
0.665
AP· 2024-04-29
MiPa: Mixed Patch Infrared-Visible Modality Agnostic Object Detection Code
#5CFT
0.636
AP· 2021-10-30
Cross-Modality Fusion Transformer for Multispectral Object Detection Code
#6UniRGB-IR
0.632
AP· 2024-04-26
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning Code
#7RSDet
0.613
AP· 2024-01-19
Removal then Selection: A Coarse-to-Fine Fusion Perspective for RGB-Infrared Object Detection Code
#8CMX
0.596
AP· 2022-03-09
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers Code
#9CSSA
0.592
AP
No paper
#10YoloV3
0.582
AP· 2021-08-24
LLVIP: A Visible-infrared Paired Dataset for Low-light Vision Code
#11GAFF
0.558
AP
No paper
#12Halfway Fusion
0.551
AP
No paper
#13YoloV5-RGB
0.527
AP· 2021-08-24
LLVIP: A Visible-infrared Paired Dataset for Low-light Vision Code
#14ProbEnSOTA
0.515
AP· 2021-04-07
Multimodal Object Detection via Probabilistic Ensembling Code
#15ProbEn
0.515
AP· 2021-04-07
Multimodal Object Detection via Probabilistic Ensembling Code
#16YoloV3-RGB
0.466
AP· 2021-08-24
LLVIP: A Visible-infrared Paired Dataset for Low-light Vision Code