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Object Detection on DIOR (test)

92.6mAP50DisDop-FT
11.875232.832653.7974.7474Dec 31, 2022Jul 25, 2023Feb 17, 2024Sep 10, 2024Apr 5, 2025Oct 28, 2025May 23, 2026

Evaluation results

MethodLinks
DisDop-FTBackbone=Swin-T, Pre-Training Data=LAE-1M, Detection Type=Open-Vocabulary Object Detection2026.0592.6———
LAE-DINO-FTBackbone=Swin-T, Pre-Training Data=LAE-1M, Detection Type=Open-Vocabulary Object Detection2026.0592.2———
GroundingDINO-FTBackbone=Swin-T, Pre-Training Data=LAE-1M, Detection Type=Open-Vocabulary Object Detection2026.0591.1———
GLIP-FTBackbone=Swin-T, Pre-Training Data=LAE-1M, Detection Type=Open-Vocabulary Object Detection2026.0588.9———
MTPBackbone=Swin-H, Pre-Training Data=MillionAID, Detection Type=Generic Object Detection2026.0581.1———
SkySensePublication=CVPR’242026.0478.73———
SkySenseBackbone=Swin-H, Pre-Training Data=multi-modal RSI, Detection Type=Generic Object Detection2026.0578.7———
RemoteAgentPublication=-2026.0477.8———
RingMoBackbone=Swin-B, Pre-Training Data=RingMoPretrain, Detection Type=Generic Object Detection2026.0575.9———
SatLasBackbone=Swin-B, Pre-Training Data=SatlasPretrain, Detection Type=Generic Object Detection2026.0574.1———
Scale-MAEPublication=ICCV’232026.0473.81———
Scale-MAEBackbone=ViT-L, Pre-Training Data=FMoW, Detection Type=Generic Object Detection2026.0573.8———
GFMPublication=ICCV’232026.0472.84———
TeacherParams(MB)=30.8, BOPs(G)=21,4282022.1271.95———
TeacherParams(MB)=203, BOPs(G)=178,1762022.1271.7———
GHOSTParams(MB)=9.3, BOPs(G)=2,1582022.1271.53———
TOVBackbone=ResNet-50, Pre-Training Data=TOV-NI,TOV-R, Detection Type=Generic Object Detection2026.0570.2———
ARSDParams(MB)=52, BOPs(G)=42,5982022.1270.1———
FMSSDParams(MB)=5442022.1269.5———
O2-DNetParams(MB)=8362022.1268.3———
GFLParams(MB)=76, BOPs(G)=99,7682022.1268———
ATSSParams(MB)=75, BOPs(G)=97,7922022.1267.7———
FCOSParams(MB)=127, BOPs(G)=126,4742022.1267.6———
GASSLBackbone=ResNet-50, Detection Type=Generic Object Detection2026.0567.4———
CACOBackbone=ResNet-50, Pre-Training Data=Sentinel-2, Detection Type=Generic Object Detection2026.0566.9———
RetainNetParams(MB)=221, BOPs(G)=184,9542022.1265.7———
ShuffleNetParams(MB)=48, BOPs(G)=89,4052022.1261.3———
MobileNetV2Params(MB)=41, BOPs(G)=77,9262022.1258.2———
YOLOv3Params(MB)=247, BOPs(G)=125,1532022.1257.1———
FalconPublication=arXiv’252026.0456.65———
Faster R-CNNParams(MB)=240, BOPs(G)=186,5722022.1254.1———
FLAME with RS-OWL-ViT-v2Evaluation protocol=Few-shot2025.1053.21———
SIoUEvaluation protocol=Few-shot2025.1052.85———
RS-OWL-ViT-v2Evaluation protocol=Zero-shot2025.1029.39———
Florence-2-LPublication=CVPR’242026.0426.98———
OWL-ViT-v2Evaluation protocol=Zero-shot2025.1014.98———
FG-CLIPOpen-vocabulary=true, Framework=CastDet2026.03—10.964.954.1
GeoAlignCLIPOpen-vocabulary=true, Framework=CastDet2026.03—17.16555.4
GeoRSCLIPOpen-vocabulary=true, Framework=CastDet2026.03—1464.454.3
GLIPOpen-vocabulary=true, Framework=CastDet2026.03—5.547.939.4
GroundingDINOOpen-vocabulary=true, Framework=CastDet2026.03—9.848.739.5
LRSCLIPOpen-vocabulary=true, Framework=CastDet2026.03—15.264.554.7
ViLDOpen-vocabulary=true, Framework=CastDet2026.03—0.747.739.3