Image JevBench v0.3.0 · individual system

Jev-Vision 8B (SeanLiu)

adapter · 8BBase model: Qwen/Qwen3-VL-8B-Instructsource

Published source

local/GPU evaluation

Image JevBench v0.3.0 composite score

25.508

Rank #9 of 44 ranked systems.

From the published full-benchmark aggregate. The composite combines intelligence, calibration, speed and cost.

Published axes

intelligence
39.0
calibration
36.5
speed
84.8
cost
47.4

Cost and speed evidence

Cost per 1,000 decisions
USD 0.056483
Cost basis
measured GPU seconds x $1.19/GPU-hour
Measured latency · p50 / p95
0.191 s / 0.234 s
Adjusted latency · p50 / p95
0.531 s / 0.618 s
Latency adjustment
v1.4 local latency adjustment
Public accuracy
60.4%
Sealed accuracy
58.0%

Published 2026-10-06. Scores and ranks can change in a later release. See the method notes.