VideoOdyssey-V - Counting: leaderboard

Metric: Multiple-choice accuracy (%) on the 307 counting questions (count the occurrences of specific entities in the video, including humans, other objects, scenes and events) of VideoOdyssey-V (human-written questions on 100 videos of 60 to 255 minutes that need visual cues and long continuous viewing; 1,618 in all), 128 frames for proprietary models and each open model's maximum frame setting; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 18 models tracked.

Top models

#ModelScore
1Seed 2.0 Pro34.9
2Gemini 3.1 Pro (Preview)34.2
3Gemini 2.5 Pro31.6
4Qwen 3.5 27B30.9
5GPT-5.228.3
6Qwen 3 VL 235B A22B27
7Kimi K2.526.7
8Phi-4 Multimodal Instruct15.3

Interactive version: theaggregate.ai/benchmark?slug=videoodyssey-v-counting · How It Works · Data refreshed daily, snapshot 2026-10-07.