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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: Exact Match (higher is better)

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#Model↕Exact Match▼Extra DataPaperDate↕Code
1BridgeQA31.29NoBridging the Gap between 2D and 3D Visual Questi...2024-02-24Code
2LLaVA-3D30.6NoLLaVA-3D: A Simple yet Effective Pathway to Empo...2024-09-26-
3Video-3D LLM30.1NoVideo-3D LLM: Learning Position-Aware Video Repr...2024-11-30Code
4Scene-LLM27.2NoScene-LLM: Extending Language Model for 3D Visua...2024-03-18-
5NaviLLM26.27NoTowards Learning a Generalist Model for Embodied...2023-12-04Code
6LEO24.5NoAn Embodied Generalist Agent in 3D World2023-11-18Code
7ScanQA23.45NoScanQA: 3D Question Answering for Spatial Scene ...2021-12-20Code
83D-LLM (flamingo)23.2No3D-LLM: Injecting the 3D World into Large Langua...2023-07-24Code
93D-VisTA22.4No3D-VisTA: Pre-trained Transformer for 3D Vision ...2023-08-08Code
10ChatScene21.6NoChat-Scene: Bridging 3D Scene and Large Language...2023-12-13Code
11ScanRefer+MCAN20.56NoScanQA: 3D Question Answering for Spatial Scene ...2021-12-20Code
12VoteNet+MCAN19.71NoScanQA: 3D Question Answering for Spatial Scene ...2021-12-20Code
13VideoChat219.2NoMVBench: A Comprehensive Multi-modal Video Under...2023-11-28Code
143D-LLM (BLIP2-flant5)19.1No3D-LLM: Injecting the 3D World into Large Langua...2023-07-24Code
153D-LLM (BLIP2-opt)19.1No3D-LLM: Injecting the 3D World into Large Langua...2023-07-24Code
16LLaVA-NeXT-Video18.7NoLLaVA-OneVision: Easy Visual Task Transfer2024-08-06Code