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ResearchFormerly WizWand

Referring Segmentation on RefCOCO+ (testB) using cIoU

75cIoUReChannel
40.57649.51358.4567.387May 15, 2026May 23, 2026Jun 1, 2026Jun 10, 2026Jun 19, 2026Jun 28, 2026Jul 7, 2026
Updated 3mo ago

Evaluation results

MethodLinks
ReChannelParameters=9B2026.0775
ReChannelParameters=4B2026.0772.5
FCLMParameters=7B2026.0771.3
PSALMParameters=1.3B2026.0770.1
CoPRSParameters=7B2026.0769.7
Text4SegParameters=8B2026.0766.5
GLaMMParameters=7B2026.0764.6
OMG-LLaVAParameters=7B2026.0763
Ours (single-object)2026.0562.92
SEGLLM2026.0562.5
Seg-Zero-7Bre-implemented=true2026.0562.3
PerceptionGPT-7B2026.0561.3
Read-7B2026.0560.4
READParameters=7B2026.0760.4
Ours (multi-object)consistent-checkpoint=true2026.0559.34
PolyFormer2026.0759.3
PixelLM-7B2026.0558.3
LISA-7B2026.0558.1
LISAParameters=7B2026.0758.1
Seg-R1-7B2026.0557.9
VisionReasoner-7Bre-implemented=true, consistent-checkpoint=true2026.0555.8
Qwen2.5-VL-7Bre-implemented=true, consistent-checkpoint=true2026.0555.6
CRIS2026.0753.7
Qwen2-VL-7Bre-implemented=true, consistent-checkpoint=true2026.0541.9