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

Metric: ROUGE (higher is better)

LeaderboardDataset

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#	Model↕	ROUGE▼	Extra Data	Paper	Date↕	Code
1	LLaVA-3D	49.6	No	LLaVA-3D: A Simple yet Effective Pathway to Empo...	2024-09-26	-
2	LEO	49.2	No	An Embodied Generalist Agent in 3D World	2023-11-18	Code
3	BridgeQA	43.26	No	Bridging the Gap between 2D and 3D Visual Questi...	2024-02-24	Code
4	ChatScene	41.6	No	Chat-Scene: Bridging 3D Scene and Large Language...	2023-12-13	Code
5	NaviLLM	40.23	No	Towards Learning a Generalist Model for Embodied...	2023-12-04	Code
6	Scene-LLM	40	No	Scene-LLM: Extending Language Model for 3D Visua...	2024-03-18	-
7	LL3DA	37.3	No	Visual Instruction Tuning	2023-04-17	Code
8	3D-VisTA	35.7	No	3D-VisTA: Pre-trained Transformer for 3D Vision ...	2023-08-08	Code
9	3D-LLM (BLIP2-flant5)	35.3	No	3D-LLM: Injecting the 3D World into Large Langua...	2023-07-24	Code
10	3D-LLM (flamingo)	34.8	No	3D-LLM: Injecting the 3D World into Large Langua...	2023-07-24	Code
11	3D-LLM (BLIP2-opt)	34.5	No	3D-LLM: Injecting the 3D World into Large Langua...	2023-07-24	Code
12	ScanQA	34.34	No	ScanQA: 3D Question Answering for Spatial Scene ...	2021-12-20	Code
13	VoteNet+MCAN	30.97	No	ScanQA: 3D Question Answering for Spatial Scene ...	2021-12-20	Code
14	ScanRefer+MCAN	30.68	No	ScanQA: 3D Question Answering for Spatial Scene ...	2021-12-20	Code
15	VideoChat2	28.2	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
16	LLaVA-NeXT-Video	27.8	No	LLaVA-OneVision: Easy Visual Task Transfer	2024-08-06	Code