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SotA/Natural Language Processing/Visual Question Answering (VQA)/ScanQA Test w/ objects

Visual Question Answering (VQA) on ScanQA Test w/ objects

Metric: METEOR (higher is better)

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#Model↕METEOR▼Extra DataPaperDate↕Code
1LLaVA-3D20.8NoLLaVA-3D: A Simple yet Effective Pathway to Empo...2024-09-26-
2LEO20NoAn Embodied Generalist Agent in 3D World2023-11-18Code
3ChatScene18NoChat-Scene: Bridging 3D Scene and Large Language...2023-12-13Code
4Scene-LLM16.6NoScene-LLM: Extending Language Model for 3D Visua...2024-03-18-
5NaviLLM16.56NoTowards Learning a Generalist Model for Embodied...2023-12-04Code
6BridgeQA16.51NoBridging the Gap between 2D and 3D Visual Questi...2024-02-24Code
7LL3DA15.9NoVisual Instruction Tuning2023-04-17Code
83D-LLM (BLIP2-flant5)14.9No3D-LLM: Injecting the 3D World into Large Langua...2023-07-24Code
93D-LLM (BLIP2-opt)14.3No3D-LLM: Injecting the 3D World into Large Langua...2023-07-24Code
103D-VisTA13.9No3D-VisTA: Pre-trained Transformer for 3D Vision ...2023-08-08Code
11ScanQA13.55NoScanQA: 3D Question Answering for Spatial Scene ...2021-12-20Code
123D-LLM (flamingo)13.5No3D-LLM: Injecting the 3D World into Large Langua...2023-07-24Code
13VoteNet+MCAN12.07NoScanQA: 3D Question Answering for Spatial Scene ...2021-12-20Code
14ScanRefer+MCAN11.97NoScanQA: 3D Question Answering for Spatial Scene ...2021-12-20Code
15VideoChat29.5NoMVBench: A Comprehensive Multi-modal Video Under...2023-11-28Code
16LLaVA-NeXT-Video9.1NoLLaVA-OneVision: Easy Visual Task Transfer2024-08-06Code