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Referring Image Segmentation on RefCOCO+ (test B)

78.84mIoU

Venice-H1

Updated 1mo ago

Evaluation Results

Method
Venice-H1 2026.06	78.84	-	-	-	-	-	0.21
DeRIS-L (reproduced) 2026.06	78.63	-	-	-	-	-	-
DeRIS-L 2025.07	78.59	-	-	-	-	-	-
DeRIS-L (published) 2026.06	78.59	-	-	-	-	-	-
OneRef-L 2025.07	72.95	-	-	-	-	-	-
OneRef-L 2026.06	72.95	-	-	-	-	-	-
C3VG 2025.07	72.4	-	-	-	-	-	-
C³VG 2025.01	72.4	-	-	-	-	-	-
C3VG 2026.06	72.4	-	-	-	-	-	-
DeRIS-B 2025.07	71.63	-	-	-	-	-	-
DeRIS-B 2026.06	71.63	-	-	-	-	-	-
DETRIS-L* 2025.01	70.2	-	-	-	-	-	-
OneRef 2025.01	69.58	-	-	-	-	-	-
PPCR 2026.03	69.33	-	65.55	-	-	-	-
C³VG-oIoU 2025.01	68.95	-	-	-	-	-	-
VATEX_joint 2024.04	68.52	-	-	-	-	-	-
GLaMM 2026.03	68.38	-	64.6	-	-	-	-
UniRef-L 2023.12	68.33	-	63.14	-	-	-	-
UniRef++-L 2023.12	68.31	-	61.45	-	-	-	-
Oracle 2024.10	68.2	-	-	-	-	-	-
SimVG-Seg 2025.07	67.85	-	-	-	-	-	-
SimVG-Seg 2026.06	67.85	-	-	-	-	-	-
VIPA 2026.02	67.44	-	63.34	-	-	-	-
SegLLM 2026.03	67.43	-	62.11	-	-	-	-
SAM4MLLM-8B 2025.07	67.2	-	-	-	-	-	-
CMIRNet 2026.03	66.86	-	62.07	-	-	-	-
PolyFormer-L 2025.07	66.73	-	-	-	-	-	-
PolyFormer-L 2023.02	66.73	-	61.87	-	-	-	-
PolyFormer-L 2023.12	66.73	-	-	-	-	-	-
EEVG 2025.07	66.31	-	-	-	-	-	-
EEVG 2025.01	66.31	-	-	-	-	-	-
DETRIS-L 2025.01	64.7	-	-	-	-	-	-
PolyFormer-B 2023.02	64.64	-	59.33	-	-	-	-
PolyFormer-B 2024.04	64.64	-	-	-	-	-	-
PolyFormer 2025.01	64.64	-	-	-	-	-	-
PolyFormer-B 2026.02	64.64	-	59.33	-	-	-	-
AML 2026.02	64.61	-	59.51	-	-	-	-
GLaMM-7B 2025.07	64.6	-	-	-	-	-	-
Prompt-RIS 2025.07	64.25	-	-	-	-	-	-
Prompt-RIS 2025.01	64.25	-	-	-	-	-	-
HeROD-G 2026.03	63.86	-	-	-	-	-	-
MagNet 2026.02	63.59	-	58.14	-	-	-	-
TALENT 2026.04	63.4	-	58.8	-	-	-	-
UniRef++-R50 2023.12	63.35	-	56.26	-	-	-	-
VIPA 2026.02	62.96	-	60.15	-	-	-	-
CARIS* 2026.02	62.69	-	57.97	-	-	-	-
UniRef-R50 2023.12	62.62	-	55.56	-	-	-	-
UNINEXT-L 2025.01	62.6	-	-	-	-	-	-
VATEX 2024.04	62.52	-	-	-	-	-	-
VATEX_RefCOCO+ 2024.04	62.52	-	-	-	-	-	-
EEVG 2026.02	62.33	-	-	-	-	-	-
PolyFormer-L* 2025.01	61.9	-	-	-	-	-	-
CGFormer 2025.07	61.72	-	-	-	-	-	-
CGFormer 2023.09	61.72	-	57.14	-	-	-	-
CGFormer 2026.02	61.72	-	57.14	-	-	-	-
CGFormer 2026.02	61.72	-	57.14	-	-	-	-
PGBD 2026.02	61.56	-	56.98	-	-	-	-
DETRIS-B 2025.01	61.5	-	-	-	-	-	-
DETRIS-B 2026.02	61.5	-	-	-	-	-	-
DETRIS 2026.04	61.5	-	-	-	-	-	-
RISCLIP-B 2025.01	60.7	-	-	-	-	-	-
RISCLIP 2026.04	60.7	-	55.5	-	-	-	-
CoupAlign 2026.03	60.23	-	56.69	-	-	-	-
DETRIS* 2026.02	60	-	55.82	-	-	-	-
VG-LAW 2025.07	59.89	-	-	-	-	-	-
GSVA 2025.01	59.8	-	-	-	-	-	-
GSVA-7B 2025.12	59.8	-	-	-	-	-	-
RefTr 2023.02	59.4	-	-	-	-	-	-
RefTr 2023.12	59.4	-	-	-	-	-	-
RefTR 2024.04	59.4	-	-	-	-	-	-
LAVT 2023.02	59.23	-	-	-	-	-	-
LAVT 2023.12	59.23	-	55.1	-	-	-	-
LAVT 2024.04	59.23	-	-	-	-	-	-
LAVT 2025.01	59.23	-	-	-	-	-	-
LAVT 2026.02	59.23	-	55.1	-	-	-	-
LAVT 2026.03	59.23	-	55.1	-	-	-	-
LAVT 2026.06	59.23	-	-	-	-	-	-
LAVT+ 2024.10	59.2	-	-	-	-	-	-
SeqTR 2023.02	58.97	-	-	-	-	-	-
SeqTR 2023.12	58.97	-	-	-	-	-	-
SeqTR 2024.04	58.97	-	-	-	-	-	-
SeqTR 2025.01	58.97	-	-	-	-	-	-
OmniSegNet 2025.12	58.31	-	-	-	-	-	-
PixelLM-7B 2025.12	58.3	-	-	-	-	-	-
VG-LAW 2024.04	58.14	-	-	-	-	-	-
LISA-7B+ 2025.07	58.1	-	-	-	-	-	-
LISA 2025.01	58.1	-	-	-	-	-	-
MagNet 2025.01	58.1	-	-	-	-	-	-
LISA-7B 2025.12	58.1	-	-	-	-	-	-
ReLA (2023b) 2025.01	57.7	-	-	-	-	-	-
ReLA (2023a) 2025.01	57.7	-	-	-	-	-	-
ReLA 2025.01	57.65	-	-	-	-	-	-
ReLA 2025.12	57.65	-	-	-	-	-	-
LQMFormer 2025.12	57.59	-	-	-	-	-	-
ReMamber 2025.01	57.5	-	-	-	-	-	-
CGFormer 2025.01	57.1	-	-	-	-	-	-
DMMI 2025.01	57	-	-	-	-	-	-
PVD 2025.07	56.92	-	-	-	-	-	-
VLT 2024.04	56.92	-	-	-	-	-	-
PVD 2025.01	56.92	-	-	-	-	-	-

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