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Natural Language Processing
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Visual Question Answering (VQA)
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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
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Extra Data
Paper
Date
↕
Code
1
BridgeQA
31.29
No
Bridging the Gap between 2D and 3D Visual Questi...
2024-02-24
Code
2
LLaVA-3D
30.6
No
LLaVA-3D: A Simple yet Effective Pathway to Empo...
2024-09-26
-
3
Video-3D LLM
30.1
No
Video-3D LLM: Learning Position-Aware Video Repr...
2024-11-30
Code
4
Scene-LLM
27.2
No
Scene-LLM: Extending Language Model for 3D Visua...
2024-03-18
-
5
NaviLLM
26.27
No
Towards Learning a Generalist Model for Embodied...
2023-12-04
Code
6
LEO
24.5
No
An Embodied Generalist Agent in 3D World
2023-11-18
Code
7
ScanQA
23.45
No
ScanQA: 3D Question Answering for Spatial Scene ...
2021-12-20
Code
8
3D-LLM (flamingo)
23.2
No
3D-LLM: Injecting the 3D World into Large Langua...
2023-07-24
Code
9
3D-VisTA
22.4
No
3D-VisTA: Pre-trained Transformer for 3D Vision ...
2023-08-08
Code
10
ChatScene
21.6
No
Chat-Scene: Bridging 3D Scene and Large Language...
2023-12-13
Code
11
ScanRefer+MCAN
20.56
No
ScanQA: 3D Question Answering for Spatial Scene ...
2021-12-20
Code
12
VoteNet+MCAN
19.71
No
ScanQA: 3D Question Answering for Spatial Scene ...
2021-12-20
Code
13
VideoChat2
19.2
No
MVBench: A Comprehensive Multi-modal Video Under...
2023-11-28
Code
14
3D-LLM (BLIP2-flant5)
19.1
No
3D-LLM: Injecting the 3D World into Large Langua...
2023-07-24
Code
15
3D-LLM (BLIP2-opt)
19.1
No
3D-LLM: Injecting the 3D World into Large Langua...
2023-07-24
Code
16
LLaVA-NeXT-Video
18.7
No
LLaVA-OneVision: Easy Visual Task Transfer
2024-08-06
Code