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ResearchFormerly WizWand

Oriented Object Detection on STAR (test)

39.45APMona
23.184427.407231.6335.8528Aug 15, 2024Nov 13, 2024Feb 12, 2025May 14, 2025Aug 13, 2025Nov 12, 2025Feb 11, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MonaPre-trained Backbone=Swin-B, Framework=Oriented R-CNN, Base Detector=Faster R-CNN, Tuning Strategy=MONA2024.0839.45
CoLinBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.0239.22
Full Fine-tuningPre-trained Backbone=Swin-B, Framework=Oriented R-CNN, Base Detector=Faster R-CNN, Tuning Strategy=FULL2024.0838.63
FULLBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.0238.63
AdapterPre-trained Backbone=Swin-B, Framework=Oriented R-CNN, Base Detector=Faster R-CNN, Tuning Strategy=ADAPTER2024.0837.97
ADAPTERBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.0237.97
LoRANDPre-trained Backbone=Swin-B, Framework=Oriented R-CNN, Base Detector=Faster R-CNN, Tuning Strategy=LORAND2024.0836.44
LORANDBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.0236.44
AdaptFormerPre-trained Backbone=Swin-B, Framework=Oriented R-CNN, Base Detector=Faster R-CNN, Tuning Strategy=ADAPTFORMER2024.0835.95
ADAPTFORMERBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.0235.95
BitFitPre-trained Backbone=Swin-B, Framework=Oriented R-CNN, Base Detector=Faster R-CNN, Tuning Strategy=BITFIT2024.0834.51
BITFITBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.0234.51
Partial-1Pre-trained Backbone=Swin-B, Framework=Oriented R-CNN, Base Detector=Faster R-CNN, Tuning Strategy=PARTIAL-12024.0833.96
PARTIAL-1Backbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.0233.96
LoRAPre-trained Backbone=Swin-B, Framework=Oriented R-CNN, Base Detector=Faster R-CNN, Tuning Strategy=LORA2024.0833.8
LORABackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.0233.8
NormTuningPre-trained Backbone=Swin-B, Framework=Oriented R-CNN, Base Detector=Faster R-CNN, Tuning Strategy=NORMTUNING2024.0833.13
NORMTUNINGBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.0233.13
MonaPre-trained Backbone=Swin-B, Framework=H2RBox-v2, Base Detector=FCOS, Tuning Strategy=MONA2024.0831.34
CoLinBackbone=Swin-B (89M), Detector Architecture=H2RBox-v2 (FCOS)2026.0231.14
MonaPre-trained Backbone=Swin-B, Framework=KLD, Base Detector=RetinaNet, Tuning Strategy=MONA2024.0830.9
FixedPre-trained Backbone=Swin-B, Framework=Oriented R-CNN, Base Detector=Faster R-CNN, Tuning Strategy=FIXED2024.0830.83
FIXEDBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.0230.83
CoLinBackbone=Swin-B (89M), Detector Architecture=KLD (RetinaNet)2026.0230.68
AdapterPre-trained Backbone=Swin-B, Framework=KLD, Base Detector=RetinaNet, Tuning Strategy=ADAPTER2024.0830.35
ADAPTERBackbone=Swin-B (89M), Detector Architecture=KLD (RetinaNet)2026.0230.35
Full Fine-tuningPre-trained Backbone=Swin-B, Framework=KLD, Base Detector=RetinaNet, Tuning Strategy=FULL2024.0830.33
FULLBackbone=Swin-B (89M), Detector Architecture=KLD (RetinaNet)2026.0230.33
Full Fine-tuningPre-trained Backbone=Swin-B, Framework=H2RBox-v2, Base Detector=FCOS, Tuning Strategy=FULL2024.0830.29
FULLBackbone=Swin-B (89M), Detector Architecture=H2RBox-v2 (FCOS)2026.0230.29
AdapterPre-trained Backbone=Swin-B, Framework=H2RBox-v2, Base Detector=FCOS, Tuning Strategy=ADAPTER2024.0830.24
ADAPTERBackbone=Swin-B (89M), Detector Architecture=H2RBox-v2 (FCOS)2026.0230.24
AdaptFormerPre-trained Backbone=Swin-B, Framework=H2RBox-v2, Base Detector=FCOS, Tuning Strategy=ADAPTFORMER2024.0830.11
ADAPTFORMERBackbone=Swin-B (89M), Detector Architecture=H2RBox-v2 (FCOS)2026.0230.11
LoRANDPre-trained Backbone=Swin-B, Framework=KLD, Base Detector=RetinaNet, Tuning Strategy=LORAND2024.0829.83
LORANDBackbone=Swin-B (89M), Detector Architecture=KLD (RetinaNet)2026.0229.83
BitFitPre-trained Backbone=Swin-B, Framework=H2RBox-v2, Base Detector=FCOS, Tuning Strategy=BITFIT2024.0829.41
BITFITBackbone=Swin-B (89M), Detector Architecture=H2RBox-v2 (FCOS)2026.0229.41
AdaptFormerPre-trained Backbone=Swin-B, Framework=KLD, Base Detector=RetinaNet, Tuning Strategy=ADAPTFORMER2024.0829.36
ADAPTFORMERBackbone=Swin-B (89M), Detector Architecture=KLD (RetinaNet)2026.0229.36
LoRAPre-trained Backbone=Swin-B, Framework=H2RBox-v2, Base Detector=FCOS, Tuning Strategy=LORA2024.0828.95
LORABackbone=Swin-B (89M), Detector Architecture=H2RBox-v2 (FCOS)2026.0228.95
Partial-1Pre-trained Backbone=Swin-B, Framework=H2RBox-v2, Base Detector=FCOS, Tuning Strategy=PARTIAL-12024.0828.89
PARTIAL-1Backbone=Swin-B (89M), Detector Architecture=H2RBox-v2 (FCOS)2026.0228.89
LoRANDPre-trained Backbone=Swin-B, Framework=H2RBox-v2, Base Detector=FCOS, Tuning Strategy=LORAND2024.0828.85
LORANDBackbone=Swin-B (89M), Detector Architecture=H2RBox-v2 (FCOS)2026.0228.85
Partial-1Pre-trained Backbone=Swin-B, Framework=KLD, Base Detector=RetinaNet, Tuning Strategy=PARTIAL-12024.0828.53
PARTIAL-1Backbone=Swin-B (89M), Detector Architecture=KLD (RetinaNet)2026.0228.53
BitFitPre-trained Backbone=Swin-B, Framework=KLD, Base Detector=RetinaNet, Tuning Strategy=BITFIT2024.0828.17
BITFITBackbone=Swin-B (89M), Detector Architecture=KLD (RetinaNet)2026.0228.17
NormTuningPre-trained Backbone=Swin-B, Framework=H2RBox-v2, Base Detector=FCOS, Tuning Strategy=NORMTUNING2024.0827.79
NORMTUNINGBackbone=Swin-B (89M), Detector Architecture=H2RBox-v2 (FCOS)2026.0227.79
LoRAPre-trained Backbone=Swin-B, Framework=KLD, Base Detector=RetinaNet, Tuning Strategy=LORA2024.0827.48
LORABackbone=Swin-B (89M), Detector Architecture=KLD (RetinaNet)2026.0227.48
NormTuningPre-trained Backbone=Swin-B, Framework=KLD, Base Detector=RetinaNet, Tuning Strategy=NORMTUNING2024.0827.12
NORMTUNINGBackbone=Swin-B (89M), Detector Architecture=KLD (RetinaNet)2026.0227.12
FixedPre-trained Backbone=Swin-B, Framework=H2RBox-v2, Base Detector=FCOS, Tuning Strategy=FIXED2024.0826.01
FIXEDBackbone=Swin-B (89M), Detector Architecture=H2RBox-v2 (FCOS)2026.0226.01
FixedPre-trained Backbone=Swin-B, Framework=KLD, Base Detector=RetinaNet, Tuning Strategy=FIXED2024.0823.81
FIXEDBackbone=Swin-B (89M), Detector Architecture=KLD (RetinaNet)2026.0223.81