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Reasoning Segmentation on ReasonSeg (test)

73.8gIoU

TikArt

Updated 4d ago

Evaluation Results

Method
TikArt 2026.02	73.8	-	-	-	-	-	-	73.2	-
EVOL-SAM3 2025.12	72.5	-	-	-	-	-	-	67.4	-
SAM 3 Agent 2025.12	70.8	-	-	-	-	-	-	64	-
TikArt w/o Observation 2026.02	70	-	-	-	-	-	-	68.7	-
TikArt w/o Aperture 2026.02	69.6	-	-	-	-	-	-	68.1	-
GenSeg-R1-4B 2026.02	68.4	-	-	-	-	-	-	62.73	-
Seg-ReSearch-8B 2026.02	67.4	-	-	-	-	-	-	59	-
TikArt w/o Zoom Action 2026.02	67.2	-	-	-	-	-	-	65.8	-
SAM 3 Agent 2025.12	67.1	-	-	-	-	-	-	60.9	-
CoT-Seg 2026.01	66.7	-	-	-	-	-	-	60.4	-
DR2Seg 2026.01	66.5	-	-	-	-	-	-	61.7	30.7
RSAgent 2025.12	66.5	-	-	-	-	-	-	57.9	-
DR2Seg 2026.01	66.1	-	-	-	-	-	-	63.6	27.2
Qwen3-VL-8B* 2026.02	66	-	-	-	-	-	-	53.7	-
CoT-Seg 2026.01	66	-	-	-	-	-	-	58.8	-
GenSeg-R1-G 2026.02	65.93	-	-	-	-	-	-	57.83	-
EVOL-SAM3 2025.12	65.9	-	-	-	-	-	-	58.9	-
VisionReasoner 2026.01	65.5	-	-	-	-	-	-	59.2	64.7
DR2Seg 2026.01	64.8	-	-	-	-	-	-	62.8	55.4
Vision-Reasoner-7B 2026.01	63.6	-	-	-	-	-	-	-	-
VisionReasoner 2026.01	63.6	-	-	-	-	-	-	58.2	84.8
VisionReasoner 2026.02	63.6	-	-	-	-	-	-	-	-
SAM 3 Agent 2025.12	63	-	-	-	-	-	-	53.5	-
SAM-Veteran 2025.12	62.9	-	-	-	-	-	-	58.2	-
SAM3-Agent-7B 2026.02	62.6	-	-	-	-	-	-	56.2	-
SAM-Veteran 2025.12	62.6	-	-	-	-	-	-	56.1	-
SAM3-Agent 2025.12	62.6	-	-	-	-	-	-	56.2	-
VisionReasoner 2026.01	62.3	-	-	-	-	-	-	54.6	81.4
VGent 2025.12	62.2	-	-	-	-	-	-	64	-
Seg-Zero-7B 2026.02	61.41	-	-	-	-	-	-	55.63	-
LISA-13B-LLaVA1.5 2026.01	61.3	-	-	-	-	-	-	62.2	-
LISA 2025.12	61.3	-	-	-	-	-	-	62.2	-
LISA 2025.12	61.3	-	-	-	-	-	-	62.2	-
LISA 2026.02	61.3	-	-	-	-	-	-	62.2	-
RSVP 2025.12	60.3	-	-	-	-	-	-	60	-
RSVP 2025.12	60.3	-	-	-	-	-	-	60	-
POPEN 2025.04	60.2	-	-	-	-	-	-	64.5	-
SAM-R1-7B 2026.02	60.2	-	-	-	-	-	-	54.3	-
SAM-R1 2026.01	60.2	-	-	-	-	-	-	54.3	-
DR2Seg 2026.01	60.2	-	-	-	-	-	-	55	33.3
SAM-R1 2025.12	60.2	-	-	-	-	-	-	54.3	-
SAM-R1 2026.02	60.2	-	-	-	-	-	-	54.3	-
PixelThink 2026.01	60.1	-	-	-	-	-	-	55.7	47.6
READ 2025.12	58.5	-	-	-	-	-	-	58.6	-
Seg-Zero 2026.01	58.2	-	-	-	-	-	-	52.3	90.6
VisionReasoner 2026.01	58	-	-	-	-	-	-	51.2	49.3
X-SAM 2025.12	57.8	-	-	-	-	-	-	41	-
X-SAM 2025.12	57.8	-	-	-	-	-	-	41	-
Seg-R1-7B 2026.02	57.75	-	-	-	-	-	-	48.93	-
Seg-Zero-7B 2026.02	57.5	-	-	-	-	-	-	52	-
Seg-Zero-7B 2026.01	57.5	-	-	-	-	-	-	52	-
Seg-Zero 2025.12	57.5	-	-	-	-	-	-	52	-
Seg-Zero 2025.12	57.5	-	-	-	-	-	-	52	-
Seg-Zero 2025.12	57.5	-	-	-	-	-	-	52	-
LENS 2025.12	57.2	-	-	-	-	-	-	58	-
RSVP 2025.12	57.1	-	-	-	-	-	-	59.2	-
RSVP 2025.12	56.9	-	-	-	-	-	-	50.7	-
RSVP 2025.12	56.9	-	-	-	-	-	-	50.7	-
Seg-R1 2025.12	56.7	-	-	-	-	-	-	53.7	-
SegR1 2026.02	56.7	-	-	-	-	-	-	53.7	-
RSVP-Qwen-7B 2026.02	56.6	-	-	-	-	-	-	51.6	-
Seg-Zero 2025.12	56.1	-	-	-	-	-	-	48.6	-
RSVP 2025.12	56.1	-	-	-	-	-	-	51.6	-
RSAgent-single 2025.12	56.1	-	-	-	-	-	-	52.6	-
LISA 2026.01	55.6	-	-	-	-	-	-	56.9	-
LISA 2025.12	55.6	-	-	-	-	-	-	56.9	-
LISA 2025.12	53.8	-	-	-	-	-	-	50.8	-
LISA 2025.04	52.9	-	-	-	-	-	-	54	-
CoReS 2026.01	52.4	-	-	-	-	-	-	-	-
LISA 2025.12	51.7	-	-	-	-	-	-	51.1	-
LISA 2025.12	51.7	-	-	-	-	-	-	51.1	-
LISA 2025.12	51.5	-	-	-	-	-	-	51.3	-
GSVA 2025.04	50.5	-	-	-	-	-	-	56.4	-
LISA-13B-Llama2 2026.01	50	-	-	-	-	-	-	51.9	-
HRSeg 2025.12	49.5	-	-	-	-	-	-	48.7	-
LISA-7B 2026.02	48.8	-	-	-	-	-	-	47.1	-
LISA 2025.12	48.8	-	-	-	-	-	-	47.1	-
LISA 2025.12	48.8	-	-	-	-	-	-	47.1	-
LISA 2026.01	48.7	-	-	-	-	-	-	48.8	-
CoReS 2026.01	48.7	-	-	-	-	-	-	-	-
LLM-Seg 2025.12	47.9	-	-	-	-	-	-	46.2	-
LISA 2025.12	47.3	-	-	-	-	-	-	34.1	-
LISA-13B 2026.01	44.8	-	-	-	-	-	-	45.8	-
LISA 2025.12	44.8	-	-	-	-	-	-	45.8	-
HRSeg 2025.12	43.4	-	-	-	-	-	-	41.7	-
LISA 2025.12	36.8	-	-	-	-	-	-	34.1	-
SegAgent 2025.12	33.5	-	-	-	-	-	-	31.3	-
Gemini Seg 2025.12	30.6	-	-	-	-	-	-	9.2	-
OVSeg 2026.01	26.1	-	-	-	-	-	-	20.1	-
OVSeg 2026.01	26.1	-	-	-	-	-	-	20.8	-
OVSeg 2025.12	26.1	-	-	-	-	-	-	20.8	-
OVSeg 2025.12	26.1	-	-	-	-	-	-	20.8	-
SEEM 2026.01	24.3	-	-	-	-	-	-	18.7	-
SEEM 2025.12	24.3	-	-	-	-	-	-	18.7	-
SEEM 2025.12	24.3	-	-	-	-	-	-	18.7	-
X-Decoder 2026.01	21.7	-	-	-	-	-	-	16.3	-
GRES 2026.01	21.3	-	-	-	-	-	-	22	-
ReLA 2026.01	21.3	-	-	-	-	-	-	22	-
Grounded SAM 2025.12	21.3	-	-	-	-	-	-	16.4	-
Grounded-SAM 2025.12	21.3	-	-	-	-	-	-	16.4	-

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