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ResearchFormerly WizWand

Referring Expression Segmentation on refCOCO UMD (val)

85.1cIoUX-SAM
30.60444.75258.973.048Mar 11, 2025Apr 29, 2025Jun 17, 2025Aug 5, 2025Sep 23, 2025Nov 11, 2025Dec 31, 2025
Updated 8mo ago

Evaluation results

MethodLinks
X-SAMVersion=Phi3 3.8B, Training RES=true2025.1285.1
HyperSegVersion=Phi2 2.7B, Training RES=true2025.1284.8
LENSVersion=Qwen2.5-VL 3B, Training RES=true2025.1284.2
PSALMVersion=Phi1.5 1.3B, Training RES=true2025.1283.6
MLCD-segVersion=Qwen2.5-7B, Training RES=true2025.1283.6
RICEVersion=Qwen2.5-7B, Training RES=true2025.1283.5
EVF-SAMVersion=Extra Data, Training RES=true2025.1282.4
EVF-SAMVersion=RC, Training RES=true2025.1282.1
UniLSegVersion=UniLSeg-100, Training RES=true2025.1281.7
DETRISVersion=DETRIS-L, Training RES=true2025.1281
UniLSegVersion=UniLSeg-20, Training RES=true2025.1280.5
GLEEVersion=Pro, Training RES=true2025.1280
SAM4MLLMVersion=LLaVA1.6 8B, Training RES=true2025.1279.8
SegAgent-Qwen+SClickBackbone=Qwen, Interactive Model=SimpleClick2025.0379.69
SAM4MLLMVersion=LLaVA1.6 7B, Training RES=true2025.1279.6
GLaMMVersion=Vicuna 7B, Training RES=true2025.1279.5
GLEEVersion=Plus, Training RES=true2025.1279.5
SegAgent-LLaVA+SAMBackbone=LLaVA, Interactive Model=SAM2025.0379.2
GSVAVersion=13B, Training RES=true2025.1279.2
SegAgentVersion=Qwen-VL 7B, Training RES=true2025.1279.2
READVersion=LLaVA1.5 7B, Training RES=true2025.1278.1
SegAgent-Qwen+SAMBackbone=Qwen, Interactive Model=SAM2025.0378.01
SegAgent-LLaVA+SClickBackbone=LLaVA, Interactive Model=SimpleClick2025.0377.81
GSVA(SAM)Venue=CVPR'24, Interactive Model=SAM2025.0377.2
SAM4MLLM(Qwen)Venue=ECCV'24, Backbone=Qwen, Interactive Model=SAM2025.0377.1
PolyFormer-LVenue=CVPR'232025.0376.94
PerceptionGPTVenue=CVPR'242025.0375.1
LISA(SAM)Venue=CVPR'24, Interactive Model=SAM2025.0374.9
LISAVersion=LLaVA 7B, Training RES=true2025.1274.9
PixelLMVenue=CVPR'242025.0373
LAVTVenue=CVPR'222025.0372.7
Qwen box + SAMInteractive Model=SAM2025.0371.79
CRISVenue=CVPR'222025.0370.5
EVOL-SAM3Version=Qwen2.5-VL 7B, Training RES=false2025.1268.7
EVOL-SAM3Version=Qwen2.5-VL 3B, Training RES=false2025.1266.8
SAM 3 AgentVersion=Qwen2.5-VL 7B, Training RES=false2025.1259.4
MAttNetVenue=CVPR'182025.0356.51
VLM-VGVersion=ResNet-101, Training RES=false2025.1249.9
LGD+DINOVersion=ViT-B/32, Training RES=false2025.1249.5
HybridGLVersion=ViT-B/32, Training RES=false2025.1249.5
VLM-VGVersion=ResNet-50, Training RES=false2025.1247.7
Pseudo-RISVersion=ETRIS, Training RES=false2025.1241.1
IteRPrimeEVersion=N/A, Training RES=false2025.1240.2
TASVersion=ResNet-50, Training RES=false2025.1239.9
TASVersion=ViT-B/32, Training RES=false2025.1239.8
Pseudo-RISVersion=CRIS, Training RES=false2025.1239.8
Ref-DiffVersion=VAE, Training RES=false2025.1237.2
CaRVersion=ViT-B/16, Training RES=false2025.1233.6
GL-CLIPVersion=ViT-B/32, Training RES=false2025.1232.9
GL-CLIPVersion=ResNet-50, Training RES=false2025.1232.7