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

Metric: CIDEr (higher is better)

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#	Model↕	CIDEr▼	Extra Data	Paper	Date↕	Code
1	LLaVA-3D	103.1	No	LLaVA-3D: A Simple yet Effective Pathway to Empo...	2024-09-26	-
2	Video-3D LLM	102.1	No	Video-3D LLM: Learning Position-Aware Video Repr...	2024-11-30	Code
3	LEO	101.4	No	An Embodied Generalist Agent in 3D World	2023-11-18	Code
4	ChatScene	87.7	No	Chat-Scene: Bridging 3D Scene and Large Language...	2023-12-13	Code
5	Chat-3D v2	87.6	No	Chat-Scene: Bridging 3D Scene and Large Language...	2023-12-13	Code
6	BridgeQA	83.75	No	Bridging the Gap between 2D and 3D Visual Questi...	2024-02-24	Code
7	NaviLLM	80.77	No	Towards Learning a Generalist Model for Embodied...	2023-12-04	Code
8	Scene-LLM	80	No	Scene-LLM: Extending Language Model for 3D Visua...	2024-03-18	-
9	LL3DA	76.8	No	Visual Instruction Tuning	2023-04-17	Code
10	3D-VisTA	69.6	No	3D-VisTA: Pre-trained Transformer for 3D Vision ...	2023-08-08	Code
11	3D-LLM (BLIP2-flant5)	69.6	No	3D-LLM: Injecting the 3D World into Large Langua...	2023-07-24	Code
12	ScanQA	67.29	No	ScanQA: 3D Question Answering for Spatial Scene ...	2021-12-20	Code
13	3D-LLM (BLIP2-opt)	67.1	No	3D-LLM: Injecting the 3D World into Large Langua...	2023-07-24	Code
14	3D-LLM (flamingo)	65.6	No	3D-LLM: Injecting the 3D World into Large Langua...	2023-07-24	Code
15	VoteNet+MCAN	58.23	No	ScanQA: 3D Question Answering for Spatial Scene ...	2021-12-20	Code
16	ScanRefer+MCAN	57.56	No	ScanQA: 3D Question Answering for Spatial Scene ...	2021-12-20	Code
17	VideoChat2	49.2	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
18	LLaVA-NeXT-Video	46.2	No	LLaVA-OneVision: Easy Visual Task Transfer	2024-08-06	Code