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Referring Expression Counting on REC 8K (val)

4.23MAE

CAD-GD

Updated 1mo ago

Evaluation Results

Method	Links
CAD-GD 2026.06		4.23	13.14
Qwen2.5VL-7B-Instruct + REC-RL 2026.05		5.05	15.87
DCount 2026.06		5.24	15.47
MambaCount 2026.06		5.28	16.26
Qwen2.5VL-7B-Instruct + FGRPR 2026.05		5.29	16.2
CAD-GD 2026.06		5.43	15.01
Qwen2.5VL-3B-Instruct + REC-RL 2026.05		5.48	16.27
Qwen2.5VL-3B-Instruct + FGRPR 2026.05		5.65	17.41
Ground-D REC 2026.05		6.8	18.13
GroundingREC 2026.05		6.8	18.13
GroundingREC 2026.06		6.8	18.13
Qwen2.5VL-7B-Instruct + SFT 2026.05		8.27	20.64
Qwen2.5VL-3B-Instruct + SFT 2026.05		8.63	22.66
Qwen2.5VL-7B-Instruct 2026.05		9.02	22.6
Ground-D Swin-T 2026.05		9.03	21.98
GDino 2026.05		9.03	21.98
GroundingDINO 2026.06		9.03	21.98
Qwen2.5VL-3B-Instruct 2026.05		9.24	22.54
VisHarness 2026.05		9.31	23.16
CountGD 2026.05		9.51	22.91
VisHarness-SFT 2026.05		9.89	28.16
Ground-D Swin-T 2026.05		11.77	28.6
CounTX 2026.05		11.88	27.04
CountTX 2026.06		11.88	27.04
ZSC (Swin-T) 2026.05		12.96	26.74
ZSC 2026.06		12.96	26.74
Mean 2026.05		14.28	27.75
Mean 2026.06		14.28	27.75
ZSC (ResNet-50) 2026.05		14.84	31.3
ZSC 2026.06		14.84	31.3
TFOC 2026.05		16.08	31.61
Qwen3.5-9B 2026.05		27.4	103.5
Qwen3-VL-8B 2026.05		31.8	142.5