Reported sixth-place image-jevbench result using Qwen3-VL-4B via Glance
A user says they ranked sixth of 49 on image-jevbench using a frozen Qwen3-VL-4B model via Glance, but calls confidence calibration its weakest area. They also announced that Glance-VLM Speedlab is open source.
TLDR
A user says they ranked sixth of 49 on image-jevbench using a frozen Qwen3-VL-4B model via Glance. They describe the result as one of the fastest in the top 10, while flagging confidence calibration as its weakest point. They also announced open-source Glance-VLM Speedlab, which they say runs multiple live AI detectors locally from a webcam. In a separate nine-question, fresh-frame benchmark, they report p50 latency falling from 358.5 to 259.6 ms, with 84/84 decisions matched.
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