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ResearchFormerly WizWand

Object Detection on FLIR v2

20APG-DINO
1.86.52511.2515.975May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
G-DINOSetup=Fine-tuning (FT), Backbone=Swin-T2026.0520—34.520.3
Thermal-DetZero-shot=true, Backbone=Swin-T2026.059.6—17.39.1
Thermal-DetSetup=Zero-shot, Backbone=Swin-T, Pre-training=Synthetic GroundingCap-1M, M3FD, MMPD, MS22026.059.6—17.39.1
G-DINOVenue=ECCV’24, Zero-shot=true, Backbone=Swin-T2026.058.1—14.47.8
G-DINOSetup=Zero-shot, Backbone=Swin-T, Pre-training=O365, GoldG, Cap4M2026.058.1—14.47.8
LLMDetVenue=CVPR’25, Zero-shot=true, Backbone=Swin-T2026.054.8—7.55.1
LLMDetSetup=Zero-shot, Backbone=Swin-T, Pre-training=GroundingCap-1M2026.054.8—7.55.1
MM-GDINOZero-shot=true, Backbone=Swin-T2026.054.2—64.8
MM-GDINOSetup=Zero-shot, Backbone=Swin-T, Pre-training=O365, GoldG, GRIT, V3Det2026.054.2—64.8
T-Rex2Venue=ECCV’24, Zero-shot=true, Backbone=Swin-T2026.053.3—4.83.6
T-Rex2Setup=Zero-shot, Backbone=Swin-T, Pre-training=10M data from various resources2026.053.3—4.83.6
YOLO-WorldVenue=CVPR’24, Zero-shot=true, Backbone=Swin-T2026.052.9—4.43.2
YOLO-WorldSetup=Zero-shot, Backbone=YOLOv8-L, Pre-training=O365, GoldG, CC3M2026.052.9—4.43.2
GLIPVenue=NeurIPS’22, Zero-shot=true, Backbone=Swin-T2026.052.5—4.12.8
GLIPSetup=Zero-shot, Backbone=Swin-T, Pre-training=O365, GoldG, Cap4M2026.052.5—4.12.8
UPPADetector=Faster R-CNN2026.03—82.79——
UPPADetector=YOLOF2026.03—77.49——
UPPADetector=Mask R-CNN2026.03—75.43——
UPPADetector=Libra R-CNN2026.03—61.82——
UPPADetector=YOLOv32026.03—47.27——
UPPADetector=RetinaNet2026.03—30.03——
UPPADetector=YOLOX2026.03—28.22——
UPPADetector=Deformable-DETR2026.03—12.02——
UPPADetector=DETR2026.03—14.05——