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Visual Object Tracking on VastTrack

62.1mIoU

Qwen3-VL-235B + IPLoc-ID

Updated 23d ago

Evaluation Results

Method
Qwen3-VL-235B + IPLoc-ID 2026.07	62.1	98.2
Qwen3-VL-235B + IPLoc 2026.07	61.8	66.7
Qwen3-VL-32B + IPLoc-ID 2026.07	61.5	97.3
Qwen3-VL-32B + IPLoc 2026.07	59.6	66.7
Qwen3-VL-8B + IPLoc 2026.07	57.8	66.7
Qwen3-VL-8B + IPLoc-ID 2026.07	57.4	96.5
(FSOD) No-Time-To-Train 2026.07	53	65
(FSOD) No-Time-To-Train 2026.07	52.4	65
(FSOD) No-Time-To-Train 2026.07	51.2	64.8
Qwen3-VL-235B + IPLoc-ID 2026.07	51	96.3
Qwen3-VL-32B + IPLoc-ID 2026.07	50.8	95.1
Qwen3-VL-32B + IPLoc 2026.07	50.7	66.7
Qwen3-VL-235B + IPLoc 2026.07	50.6	66.7
Qwen3-VL-235B 2026.07	50.2	72.6
(FSOD) No-Time-To-Train 2026.07	50	64.6
Qwen3-VL-8B + IPLoc-ID 2026.07	48.2	95.9
Qwen3-VL-8B + IPLoc 2026.07	47.7	66.7
(FSOD) VFM 2026.07	47.3	72.3
Qwen2-VL-7B + IPLoc 2026.07	47.2	66.7
Qwen3-VL-32B + IPLoc 2026.07	47.2	66.8
Qwen2-VL-7B + IPLoc-ID 2026.07	47.1	97.5
Qwen3-VL-8B 2026.07	46.5	74.1
Qwen3-VL-32B 2026.07	46.5	91.8
Qwen3-VL-32B + IPLoc-ID 2026.07	46.5	95.8
Qwen3-VL-235B + IPLoc-ID 2026.07	46.2	95.4
Qwen3-VL-235B + IPLoc 2026.07	45.6	66.7
Qwen3-VL-8B + IPLoc 2026.07	45.1	66.7
Qwen3-VL-8B + IPLoc-ID 2026.07	44.7	95.1
Qwen3-VL-32B + IPLoc 2026.07	44.3	66.7
(FSOD) VFM 2026.07	44	71.2
Qwen3-VL-32B + IPLoc-ID 2026.07	43.7	92.8
Qwen3-VL-235B + IPLoc-ID 2026.07	43.1	93
Qwen3-VL-8B + IPLoc 2026.07	42.9	66.7
IPLoc 7B (official) 2026.07	42.7	66.3
Qwen3-VL-235B + IPLoc 2026.07	42.7	66.7
Qwen3-VL-8B + IPLoc-ID 2026.07	42.4	88.4
Gemma3-12B + IPLoc-ID 2026.07	41.5	91.3
(FSOD) VFM 2026.07	41.3	69.4
Gemma3-12B + IPLoc 2026.07	41.3	66.7
Qwen3-VL-32B 2026.07	41.3	83.8
(FSOD) VFM 2026.07	40	69
Qwen3-VL-8B 2026.07	38.7	76.1
Qwen2-VL-7B + IPLoc 2026.07	38.2	66.7
Qwen3-VL-32B 2026.07	38.2	86.9
Qwen2-VL-7B 2026.07	38	50
Qwen2-VL-7B + IPLoc-ID 2026.07	37.8	95.3
Qwen3-VL-8B 2026.07	37.8	74.5
Qwen3-VL-235B 2026.07	37.8	72.5
Qwen3-VL-8B 2026.07	35.9	70.6
Qwen3-VL-235B 2026.07	35.8	78.3
Qwen2-VL-7B + IPLoc 2026.07	35.7	66.7
Qwen2-VL-7B + IPLoc-ID 2026.07	34.9	93.7
Qwen2-VL-7B + IPLoc 2026.07	33.5	66.7
IPLoc 7B (official) 2026.07	33.3	66.2
Qwen2-VL-7B + IPLoc-ID 2026.07	32.9	90.6
Qwen3-VL-235B 2026.07	32.6	80.2
IPLoc 7B (official) 2026.07	31.6	66.4
Gemma3-12B + IPLoc-ID 2026.07	29.1	88.8
Gemma3-12B (+ prompt) 2026.07	28.9	62.9
Gemma3-12B + IPLoc 2026.07	28.7	66.7
IPLoc 7B (official) 2026.07	28.4	66
Gemma3-12B + IPLoc-ID 2026.07	26.7	90.7
Gemma3-12B + IPLoc 2026.07	24.3	66.6
Qwen2-VL-7B 2026.07	23.4	41.6
Gemma3-12B + IPLoc 2026.07	22.7	66.6
Gemma3-12B + IPLoc-ID 2026.07	22.3	88.4
Gemma3-12B (+ prompt) 2026.07	21.6	75.5
Qwen2-VL-7B 2026.07	19.2	50.9
Qwen3-VL-32B 2026.07	18.8	37.9
Qwen2-VL-7B 2026.07	18	56.5
Gemma3-12B (+ prompt) 2026.07	16.1	78.5
Gemma3-12B (+ prompt) 2026.07	15.4	78.4
LLaVA1.5-7B + prompt 2026.07	10.8	55.4
LLaVA1.5-7B + prompt 2026.07	10	47.4
(OD) Florence-2 2026.07	2.6	10.1
(OD) Grounding-DINO 2026.07	0.3	3
LLaVA1.5-7B + prompt 2026.07	0	1
LLaVA1.5-7B + prompt 2026.07	0	0.5