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Referring Expression Counting on REC 8K (test)

4.34MAECAD-GD
3.085611.552820.0228.4872May 15, 2026May 21, 2026May 27, 2026Jun 3, 2026Jun 9, 2026Jun 15, 2026Jun 22, 2026

Evaluation results

MethodLinks
CAD-GDBackbone=Swin-B2026.064.3412.93
Qwen2.5VL-7B-Instruct + REC-RLTraining Dataset=Subset-2K2026.055.0613.92
CAD-GDBackbone=Swin-T2026.065.2917.08
MambaCount2026.065.4217.18
DCountBackbone=Swin-T2026.065.4518.61
Qwen2.5VL-3B-Instruct + REC-RLTraining Dataset=Subset-2K2026.055.4816.51
Qwen2.5VL-7B-Instruct + FGRPRTraining Dataset=Subset-2K2026.055.6723.21
Qwen2.5VL-3B-Instruct + FGRPRTraining Dataset=Subset-2K2026.055.8619
Ground-D RECTraining Dataset=all data2026.056.519.79
GroundingREC2026.056.519.79
GroundingRECBackbone=Swin-T2026.066.519.79
GrRECBackbone=Swin-T, FT=true2026.066.519.79
ABACUS-3BBackbone=UniLIP-3B, FT=false2026.067.6715.84
Ground-D Swin-TTraining Dataset=all data2026.058.8821.95
GDino2026.058.8821.95
GroundingDINOBackbone=Swin-T2026.068.8821.95
GDinoBackbone=Swin-T, FT=true2026.068.8821.95
Qwen2.5VL-3B-Instruct + SFTTraining Dataset=all data2026.058.925.04
Qwen2.5VL-7B-Instruct + SFTTraining Dataset=all data2026.059.0526.23
Qwen2.5VL-7B-InstructTraining Dataset=None2026.059.128.18
Qwen2.5VL-3B-InstructTraining Dataset=None2026.059.6727.98
VisHarnesstraining=GRPO2026.059.8624.7
VisHarness-SFTtraining=SFT2026.059.9227.1
CountGD2026.0511.3330.87
Ground-D Swin-TTraining Dataset=None2026.0511.7126.97
CounTX2026.0511.8425.62
CountTX2026.0611.8425.62
CounTXBackbone=ViT-B/16, FT=true2026.0611.8425.62
ZSC (Swin-T)Backbone=Swin-T2026.051329.07
ZSCBackbone=Swin-T2026.061329.07
ZSCBackbone=Swin-T, FT=true2026.061329.07
Mean2026.0513.7525.91
Mean2026.0613.7525.91
UniLIP-3BFT=false2026.0613.7525.91
ZSC (ResNet-50)Backbone=ResNet-502026.0514.9329.72
ZSCBackbone=ResNet-502026.0614.9329.72
TFOC2026.0517.2732.68
TFOCBackbone=ViT-B, FT=false2026.0617.2732.68
Qwen3.5-9BModel size=9B2026.0528.997.8
Qwen3-VL-8BModel size=8B2026.0535.7152.3