VideoJev Evaluation - ActivityNet Captions TimeLens - mIoU: leaderboard

VideoJev Evaluation - ActivityNet Captions TimeLens - mIoU. Refined TimeLens annotations; generative models Instruct mode; VideoJev Joint inference. Source Table1; latency is not capability. Metric: mIoU (%). Primary published table; source configurations remain distinct.

Metric: mIoU (%). Source: arxiv.org. Saturation forecast: Around 2031. 15 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro58.1#150
2Qwen 3.6 35B A3B56#217
3Qwen 3.5 4B55.6#463
4Qwen 3.5 35B A3B54.4#250
5GPT-542.9#94

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=videojev-evaluation-activitynet-captions-timelens-miou · How It Works · Data refreshed daily, snapshot 2026-10-16.