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Referring Expression Counting on REC 8K (test)

4.34MAE

CAD-GD

Updated 1mo ago

Evaluation Results

Method	Links
CAD-GD 2026.06		4.34	12.93
Qwen2.5VL-7B-Instruct + REC-RL 2026.05		5.06	13.92
CAD-GD 2026.06		5.29	17.08
MambaCount 2026.06		5.42	17.18
DCount 2026.06		5.45	18.61
Qwen2.5VL-3B-Instruct + REC-RL 2026.05		5.48	16.51
Qwen2.5VL-7B-Instruct + FGRPR 2026.05		5.67	23.21
Qwen2.5VL-3B-Instruct + FGRPR 2026.05		5.86	19
Ground-D REC 2026.05		6.5	19.79
GroundingREC 2026.05		6.5	19.79
GroundingREC 2026.06		6.5	19.79
GrREC 2026.06		6.5	19.79
ABACUS-3B 2026.06		7.67	15.84
Ground-D Swin-T 2026.05		8.88	21.95
GDino 2026.05		8.88	21.95
GroundingDINO 2026.06		8.88	21.95
GDino 2026.06		8.88	21.95
Qwen2.5VL-3B-Instruct + SFT 2026.05		8.9	25.04
Qwen2.5VL-7B-Instruct + SFT 2026.05		9.05	26.23
Qwen2.5VL-7B-Instruct 2026.05		9.1	28.18
Qwen2.5VL-3B-Instruct 2026.05		9.67	27.98
VisHarness 2026.05		9.86	24.7
VisHarness-SFT 2026.05		9.92	27.1
CountGD 2026.05		11.33	30.87
Ground-D Swin-T 2026.05		11.71	26.97
CounTX 2026.05		11.84	25.62
CountTX 2026.06		11.84	25.62
CounTX 2026.06		11.84	25.62
ZSC (Swin-T) 2026.05		13	29.07
ZSC 2026.06		13	29.07
ZSC 2026.06		13	29.07
Mean 2026.05		13.75	25.91
Mean 2026.06		13.75	25.91
UniLIP-3B 2026.06		13.75	25.91
ZSC (ResNet-50) 2026.05		14.93	29.72
ZSC 2026.06		14.93	29.72
TFOC 2026.05		17.27	32.68
TFOC 2026.06		17.27	32.68
Qwen3.5-9B 2026.05		28.9	97.8
Qwen3-VL-8B 2026.05		35.7	152.3