PinpointQA - Target Presence Verification: leaderboard

Metric: Exact-match accuracy (times 100, micro over QA pairs) of yes/no target presence verification for small objects of the PinpointQA evaluation split (2,019 QA pairs from held-out ScanNet++ and ScanNet200 scenes; 64 uniformly sampled RGB frames per indoor video, no depth or 3D input, greedy decoding); higher is better. Source: arxiv.org. Saturation forecast: Around May 2027. 8 models tracked.

Top models

#ModelScore
1Kimi K2.580
2Qwen 3 VL 8B Instruct78
3GPT-5.465

Interactive version: theaggregate.ai/benchmark?slug=pinpointqa-target-presence-verification · How It Works · Data refreshed daily, snapshot 2026-10-07.