← Multispectral Object Detection

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FLIR

아카이브 평가 18건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
MMPedestron	mAP50 86.4%	When Pedestrian Detection Meets Multi-Modal Learning: Generalist Model and Benchmark Dataset 2024-07-14	코드 1
RGB-X Scene Adaptive CBAM	mAP50 86.16% mAP 47.1%	RGB-X Object Detection via Scene-Specific Fusion Modules 2023-10-30	코드 1
CAFF-DINO	mAP50 85.5% mAP 50.5%	CAFF-DINO: Multi-spectral object detection transformers with cross-attention features fusion 2024-09-27	연결 없음
RSDet	mAP50 83.9% mAP 43.8%	Removal then Selection: A Coarse-to-Fine Fusion Perspective for RGB-Infrared Object Detection 2024-01-19	코드 1
CMX	mAP50 82.2%	CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers 2022-03-09	코드 1
UniRGB-IR	mAP50 81.4% mAP 44.1%	UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning 2024-04-26	코드 1
MiPa	mAP50 81.3% mAP 44.8%	MiPa: Mixed Patch Infrared-Visible Modality Agnostic Object Detection 2024-04-29	코드 1
CSSA	mAP50 79.2% mAP 41.3%	Multimodal Object Detection by Channel Switching and Spatial Attention 2023-06-18	연결 없음
CFT	mAP50 77.7%	Cross-Modality Fusion Transformer for Multispectral Object Detection 2021-10-30	코드 1
ProbEn	mAP50 75.5% mAP 37.9%	Multimodal Object Detection by Channel Switching and Spatial Attention 2023-06-18	연결 없음
GAFF	mAP50 74.6% mAP 37.4%	Multimodal Object Detection by Channel Switching and Spatial Attention 2023-06-18	연결 없음
YOLOv5 (T)	mAP50 73.9%	Cross-Modality Fusion Transformer for Multispectral Object Detection 2021-10-30	코드 1
GAFF (ResNet18)	mAP50 72.9%	Guided Attentive Feature Fusion for Multispectral Pedestrian Detection 2021-01-03	코드 1
GAFF (VGG16)	mAP50 72.7%	Guided Attentive Feature Fusion for Multispectral Pedestrian Detection 2021-01-03	코드 1
CFR_3 (VGG16)	mAP50 72.4%	Multispectral Fusion for Object Detection with Cyclic Fuse-and-Refine Blocks 2020-09-26	코드 1
Halfway Fusion (VGG16)	mAP50 71.2%	Multispectral Fusion for Object Detection with Cyclic Fuse-and-Refine Blocks 2020-09-26	코드 1
YOLOv5 (RGB)	mAP50 67.8%	Cross-Modality Fusion Transformer for Multispectral Object Detection 2021-10-30	코드 1
Halfway Fusion	mAP 35.8%	Multimodal Object Detection by Channel Switching and Spatial Attention 2023-06-18	연결 없음