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Generalized Referring Expression Segmentation on gRefCOCO (val)

72.2cIoU

SegCompass-7B

Updated 5d ago

Evaluation Results

Method
SegCompass-7B 2026.05	72.2	76.1	-	-	-
SegCompass-13B 2026.05	72.2	76.8	-	-	-
DeRIS-L 2025.07	72	77.67	82.22	-	-
SegCompass-7B 2026.05	70.6	75	-	-	-
RAS-13B 2026.05	70.5	74.6	-	-	-
HiMTok-8B 2026.05	70.4	72.1	-	-	-
UniRES-7B 2026.05	69.9	74.4	-	-	-
Text4Seg-13B 2026.05	69.8	74.8	-	-	-
PSALM (ft) 2025.05	69.3	-	78.3	-	-
InstAlign 2024.11	68.94	74.34	79.72	-	-
AnchorSeg-LLaVA1.5-7B 2026.04	68.68	74.76	76	-	-
DeRIS-B 2025.07	68.06	74.1	77.03	-	-
PSALM-G5 (ft) 2025.05	68	67.3	87.2	-	-
GSVA 2025.12	68	-	-	-	-
Text4Seg-7B 2026.05	67.9	73.6	-	-	-
SAM4MLLM-8B 2025.07	67.83	71.86	66.08	-	-
SAM4MLLM-8B 2024.11	67.83	71.86	66.08	-	-
SAM4MLLM-8B 2026.03	67.8	71.9	-	-	-
SAM4MLLM-7B 2026.05	67.8	71.9	-	-	-
GETok-RL 2025.12	67.4	-	-	-	-
PSALM-G5 2025.05	67.3	64.6	83.3	-	-
GETok-SFT 2025.12	66.9	-	-	-	-
HiMTok-8B 2026.03	66.8	68.7	-	-	-
GroundHog-7B 2024.11	66.7	-	-	-	-
GSVA (ft) 2025.05	66.4	66.5	66	-	-
SAM4MLLM-7B 2024.11	66.3	-	-	-	-
MABP 2024.11	65.72	68.86	62.18	-	-
MABP 2024.05	65.69	68.79	-	-	-
SAM4MLLM-7B 2024.11	65.66	68.37	63.71	-	-
LISA-G5 (ft) 2025.05	65.6	68.2	61.3	-	-
UGround-LLaVA1.5-7B 2025.10	65.56	72.46	74.53	-	-
CoHD 2024.05	65.17	68.42	63.68	-	-
CoHD 2024.11	65.17	68.42	63.38	-	-
LQMFormer 2024.11	64.98	70.94	67.47	-	-
HieA2G 2025.07	64.2	68.4	62.8	-	-
ReLA 2024.05	64.2	65.5	-	-	-
EEVG 2025.07	64.04	62.75	-	-	-
GSVA-13B 2026.05	64	68	-	-	-
ReLA 2025.12	63.6	-	-	-	-
LISA 2025.12	63.5	-	-	-	-
GSVA(ft) 2024.03	63.3	66.5	-	-	-
GSVA-7B(ft) 2026.03	63.3	66.5	-	-	-
GSVA-7B 2026.05	63.3	66.5	-	-	-
GSVA-7B 2025.07	63.29	66.47	62.43	-	-
GSVA-V-7B (ft) 2024.05	63.29	66.47	62.43	-	-
GSVA-Vicuna-7B 2025.10	63.29	66.47	62.43	-	-
GSVA-7B 2024.11	63.29	66.47	62.43	-	-
GSVA-Vicuna-7B 2026.04	63.29	66.47	62.43	-	-
GSVA(FT) 2026.05	63.29	66.47	-	-	65.6
CoHD 2024.05	62.95	65.89	60.95	-	-
ReLA 2026.01	62.91	63.98	-	-	-
LISA-13B 2026.05	62.9	63.4	-	-	-
DMMI∗ 2024.05	62.78	62.68	53.2	-	-
ReLA 2025.07	62.42	63.6	56.37	-	-
ReLA 2023.06	62.42	63.6	-	-	-
ReLA 2024.05	62.42	63.6	56.37	-	-
ReLA 2025.10	62.42	63.6	56.37	-	-
ReLA 2024.11	62.42	63.6	56.37	-	-
ReLA 2026.04	62.42	63.6	56.37	-	-
ReLA 2026.05	62.42	63.6	-	-	64.4
ReLA 2024.03	62.4	63.6	-	-	-
ReLA 2025.05	62.4	63.6	56.4	-	-
ReLA 2026.05	62.4	63.6	-	-	-
CGFormer 2024.05	62.28	63.01	-	-	-
LISA-7B(ft) 2026.03	61.8	61.6	-	-	-
LISA-7B 2025.07	61.76	61.63	54.67	-	-
LISA-V-7B (ft) 2024.05	61.76	61.63	54.67	-	-
LISA-Vicuna-7B 2025.10	61.76	61.63	54.67	-	-
LISA-Vicuna-7B 2026.04	61.76	61.63	54.67	-	-
LISA(FT) 2026.05	61.76	61.63	-	-	62.9
LISA(ft) 2024.03	61.7	63.3	-	-	-
GSVA 2024.03	61.7	63.3	-	-	-
GSVA-V-7B 2024.05	61.7	63.32	56.45	-	-
GSVA-7B 2024.11	61.7	-	-	-	-
GSVA 2025.05	61.7	63.3	62.4	-	-
LISA (ft) 2025.05	61.7	63.3	56.5	-	-
GSVA-Vicuna-7B 2025.10	61.7	63.32	56.45	-	-
GSVA-7B 2026.03	61.7	63.3	-	-	-
GSVA-Vicuna-7B 2026.04	61.7	63.32	56.45	-	-
LISA-7B 2026.05	61.7	61.6	-	-	-
LISA-7B 2024.11	61.63	61.76	54.67	-	-
LAVT+RELA 2023.06	61.23	61.32	-	-	-
LAVT+ReLA 2026.01	61.23	61.32	-	-	-
VisHarness 2026.05	60.6	56.8	-	-	63.58
VLT+RELA 2023.06	58.65	59.43	-	-	-
VLT+ReLA 2026.01	58.65	59.43	-	-	-
LAVT 2025.12	58.4	-	-	-	-
VisHarness-SFT 2026.05	58.34	55.14	-	-	62.32
ReLA† 2024.05	57.73	56.87	44.07	-	-
LAVT 2025.07	57.64	58.4	49.32	-	-
LAVT 2023.06	57.64	58.4	-	-	-
LAVT 2024.05	57.64	58.4	49.32	-	-
LAVT 2024.05	57.64	58.4	-	-	-
LAVT 2026.01	57.64	58.4	-	-	-
LAVT 2025.10	57.64	58.4	49.32	-	-
LAVT 2024.11	57.64	58.4	49.32	-	-
LAVT 2026.04	57.64	58.4	49.32	-	-
LAVT 2026.05	57.64	58.4	-	-	59.7
LAVT 2024.11	57.6	-	-	-	-
LAVT 2025.05	57.6	58.4	49.3	-	-

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