Video-MemComp - Offline Aggregate: leaderboard
Video-MemComp v1: streaming evaluation of official development sets. Table 1 mixes reproduced starred rows and results from prior papers; frame sampling and average KV budget differ by system and remain in row identity. Backbone checkpoint revision and decoding are not fully specified; source-qualified systems are retained. This is video QA under cache compression, not an unmodified backbone score. Offline Aggregate. Metric: Accuracy (%).
Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 19 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Video-MemComp GPT4-o [frames 1fps; KV –] | 71.9 | |
| 2 | Video-MemComp Qwen2-VL-7B + Video-MemComp [frames 768; KV 6K] | 65.5 | |
| 3 | Video-MemComp Qwen2-VL-7B + StreamMem [frames 0.5/0.2fps; KV 6K] | 65.1 | |
| 4 | Video-MemComp Qwen2-VL-7B [frames 768; KV 100K] | 64.9 | |
| 5 | Video-MemComp Qwen2-VL-7B + InfiniPot-V [frames 768; KV 6K] | 64.7 | |
| 6 | Video-MemComp LongVU 7B [frames 1fps; KV 8K] | 64.5 | |
| 7 | Video-MemComp Qwen2.5-VL-3B + Video-MemComp [frames 768; KV 6K] | 64.1 | |
| 8 | Video-MemComp LLaVA-OneVision-7B + StreamMem [frames 0.5/0.2 fps; KV 6K] | 63.1 | |
| 9 | Video-MemComp LLaVA-OneVision-7B + Video-MemComp [frames 0.5/0.2 fps; KV 6K] | 62.5 | |
| 10 | Video-MemComp InternVL3.5-2B + Video-MemComp [frames 64/100; KV 6K] | 62.4 |
Interactive version: theaggregate.ai/benchmark?slug=video-memcomp-offline-aggregate · How It Works · Data refreshed daily, snapshot 2026-10-27.