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Referring Segmentation on refCOCOg (val)

84CIoU

SegCompass-13B

Updated 12d ago

Evaluation Results

Method	Links
SegCompass-13B 2026.05		84
X-SAM-3.8B 2026.05		83.8
SegCompass-7B 2026.05		82.8
HiMTok-8B 2026.05		80.1
HyperSeg-1.5B 2026.02		79.4
SegCompass-7B 2026.05		79.4
LIRA-8B 2026.05		78.4
TraceVision-7B 2026.02		77.6
UFO-8B 2026.05		76.7
Youtu-VL (4B) 2026.01		76.5
UniPixel-7B 2026.05		76.4
UniPixel (Qwne2.5-VL-3B) 2026.01		76.3
RAS-13B 2026.05		76
UFO (InternVL2.5-8B) 2026.01		75.5
SAM4MLLM-7B 2026.05		74.5
Ours (single-object) 2026.05		74.26
GLaMM (Vicuna-7B) 2026.01		74.2
GLaMM-7B 2026.05		74.2
GroundHog-7B 2026.05		74.1
Text4Seg-13B 2026.05		74
PSALM-3B 2026.02		73.8
UniRES-7B 2026.05		73.8
SEGLLM 2026.05		73.6
SAM3 2026.01		73.4
PixDLM 2026.04		73.3
OMG-LLaVA-7B 2026.05		72.9
Seg-Zero-7B 2026.05		72.6
SegLLM-7B 2026.05		72.6
Text4Seg-7B 2026.05		72.1
PerceptionGPT-7B 2026.05		71.7
Read-7B 2026.05		71.4
Seg-R1-7B 2026.05		71.4
RVG (ViT-B) 2026.01		71.3
GSVA-7B 2026.04		71.1
Ours (multi-object) 2026.05		71.08
Seg-R1-7B 2026.05		71
Qwen2.5-VL-7B 2026.05		70.9
VisionLLM v2 (Swin-T) 2026.01		70.7
PixelLLM-7B 2026.02		70.7
PerceptionGPT-13B 2026.05		70.7
LaSagnA-7B 2026.04		70.6
LISA-7B 2026.05		70.6
LaSagnA-7B 2026.05		70.6
PixelLM-7B 2026.05		70.5
PerceptionGPT-7B 2026.05		70.3
LISA-13B 2026.05		69.5
PixelLM-7B 2026.02		69.3
PixelLM 2026.04		69.3
PixelLM-7B 2026.05		69.3
VistaLLM (Vicuna-7B) 2026.01		69
VisionReasoner-7B 2026.05		68.3
LISA-7B 2026.02		67.9
LISA-7B 2026.05		67.9
FAST 2024.08		67
LISA-7B 2024.08		66.4
SEEM 2024.08		65.7
SEEM 2026.05		65.7
SEEM (DaViT-d5) 2026.01		65.6
GRES 2024.08		65
ReLA 2026.05		65
X-Decoder 2024.08		64.6
X-Decoder 2026.05		64.6
LISA-7B 2026.04		64.5
LLaVA w Seg Adapter 2024.08		64
VPD (UNet) 2026.01		62
LAVT 2024.08		61.2
LAVT 2026.05		61.2
CRIS 2026.05		59.9
LLaVA-OV-7B 2026.05		55.6
VLT 2026.05		55
Qwen2-VL-7B 2026.05		52.1
RegionVLM-4B 2026.02		33.9