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Referring Segmentation on refCOCO+ (testA) using cIoU

0.842cIoU

TraceVision-7B

Updated 17d ago

Evaluation Results

Method	Links
TraceVision-7B 2026.02		0.842
HyperSeg-1.5B 2026.02		0.835
ReChannel 2026.07		0.83
ReChannel 2026.07		0.816
FCLM 2026.07		0.805
CoPRS 2026.07		0.803
UFO (InternVL2.5-8B) 2026.01		0.799
Youtu-VL (4B) 2026.01		0.796
UniPixel (Qwne2.5-VL-3B) 2026.01		0.789
GLaMM (Vicuna-7B) 2026.01		0.787
GLaMM 2026.07		0.787
Text4Seg 2026.07		0.779
Ours (single-object) 2026.05		0.7672
Seg-Zero-7B 2026.05		0.762
Seg-Zero-7B 2026.05		0.762
Seg-Agent-7B 2026.05		0.76
RVG (ViT-B) 2026.01		0.757
PSALM-3B 2026.02		0.755
PSALM 2026.07		0.755
Qwen2.5-VL-7B 2026.05		0.74
PerceptionGPT-7B 2026.05		0.739
PerceptionGPT-7B 2026.05		0.739
READ 2024.12		0.737
VistaLLM (Vicuna-7B) 2026.01		0.737
Seg-Zero-3B 2026.05		0.737
Read-7B 2026.05		0.737
READ 2026.07		0.737
Qwen2.5-VL-7B + SAM2-L 2026.05		0.735
PixDLM 2026.04		0.733
Ours (multi-object) 2026.05		0.733
Seg-Agent-3B 2026.05		0.732
OMG-LLaVA 2026.07		0.731
SEGLLM 2026.05		0.73
PolyFormer 2026.07		0.729
PixelLLM-7B 2026.02		0.721
PixelLM 2023.12		0.717
PixelLM-7B 2026.02		0.717
PixelLM 2026.04		0.717
PixelLM-7B 2026.05		0.717
PixelLM-7B 2026.05		0.717
Qwen2.5-VL-3B + SAM2-L 2026.05		0.715
SAM3 2026.01		0.711
VisionReasoner-7B 2026.05		0.711
ReLA 2023.12		0.71
ReLA 2024.12		0.71
ReLA* 2026.05		0.71
Seg-R1-7B 2026.05		0.709
LISA-7B 2024.12		0.708
LISA-7B 2026.02		0.708
LISA-7B 2026.05		0.708
LISA 2026.07		0.708
LaSagnA-7B 2026.04		0.706
VisionLLM v2 (Swin-T) 2026.01		0.698
LAVT 2023.12		0.684
LAVT 2024.12		0.684
LAVT* 2026.05		0.684
CRIS 2023.12		0.681
CRIS 2024.12		0.681
CRIS* 2026.05		0.681
CRIS 2026.07		0.681
GSVA-7B 2026.04		0.677
LISA 2023.12		0.674
LISA-7B 2026.04		0.674
LISA-7B 2026.05		0.674
LISAaug 2023.12		0.663
VLT 2023.12		0.61
VLT 2024.12		0.61
MCN 2023.12		0.55
MCN 2024.12		0.55
Qwen2-VL-7B 2026.05		0.523
LLaVA-OV-7B 2026.05		0.471
RegionVLM-4B 2026.02		0.34