Video Question Answering on MSVD-QA

Metric: Confidence Score (lower is better)

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#	Model↕	Confidence Score▲	Extra Data	Paper	Date↕	Code
1	Video LLaMA-7B	2.5	No	Video-LLaMA: An Instruction-tuned Audio-Visual L...	2023-06-05	Code
2	Video Chat-7B	2.8	No	VideoChat: Chat-Centric Video Understanding	2023-05-10	Code
3	MovieChat	2.9	No	MovieChat: From Dense Token to Sparse Memory for...	2023-07-31	Code
4	LLaMA Adapter-7B	3.1	No	LLaMA-Adapter V2: Parameter-Efficient Visual Ins...	2023-04-28	Code
5	Video-ChatGPT-7B	3.3	No	Video-ChatGPT: Towards Detailed Video Understand...	2023-06-08	Code
6	VideoGPT+	3.6	No	VideoGPT+: Integrating Image and Video Encoders ...	2024-06-13	Code
7	BT-Adapter (zero-shot)	3.6	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
8	BT-Adapter (zero-shot)	3.6	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
9	Elysium	3.7	No	Elysium: Exploring Object-level Perception in Vi...	2024-03-25	Code
10	LLaMA-VID-13B (2 Token)	3.7	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
11	LLaMA-VID-7B (2 Token)	3.7	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
12	Chat-UniVi-7B	3.7	No	Chat-UniVi: Unified Visual Representation Empowe...	2023-11-14	Code
13	Flash-VStream	3.9	No	Flash-VStream: Memory-Based Real-Time Understand...	2024-06-12	Code
14	ST-LLM	3.9	No	ST-LLM: Large Language Models Are Effective Temp...	2024-03-30	Code
15	Video-LaVIT	3.9	No	Video-LaVIT: Unified Video-Language Pre-training...	2024-02-05	Code
16	Video-LLaVA-7B	3.9	No	Video-LLaVA: Learning United Visual Representati...	2023-11-16	Code
17	VideoChat2	3.9	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
18	PPLLaVA-7B	4	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
19	LLaVA-Mini	4	No	LLaVA-Mini: Efficient Image and Video Large Mult...	2025-01-07	Code
20	SlowFast-LLaVA-34B	4.1	No	SlowFast-LLaVA: A Strong Training-Free Baseline ...	2024-07-22	Code
21	IG-VLM-34B	4.1	No	An Image Grid Can Be Worth a Video: Zero-shot Vi...	2024-03-27	Code
22	TS-LLaVA-34B	4.1	No	TS-LLaVA: Constructing Visual Tokens through Thu...	2024-11-17	Code
23	Tarsier (34B)	4.2	No	Tarsier: Recipes for Training and Evaluating Lar...	2024-06-30	Code
24	PLLaVA (34B)	4.2	No	PLLaVA : Parameter-free LLaVA Extension from Ima...	2024-04-25	Code
25	LinVT-Qwen2-VL (7B)	4.4	No	LinVT: Empower Your Image-level Large Language M...	2024-12-06	Code

#1Video LLaMA-7BSOTA
2.5
Confidence Score· 2023-06-05
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding Code
#2Video Chat-7BSOTA
2.8
Confidence Score· 2023-05-10
VideoChat: Chat-Centric Video Understanding Code
#3MovieChat
2.9
Confidence Score· 2023-07-31
MovieChat: From Dense Token to Sparse Memory for Long Video Understanding Code
#4LLaMA Adapter-7BSOTA
3.1
Confidence Score· 2023-04-28
LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model Code
#5Video-ChatGPT-7B
3.3
Confidence Score· 2023-06-08
Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models Code
#6VideoGPT+
3.6
Confidence Score· 2024-06-13
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding Code
#7BT-Adapter (zero-shot)
3.6
Confidence Score· 2023-09-27
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning Code
#8BT-Adapter (zero-shot)
3.6
Confidence Score· 2023-09-27
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning Code
#9Elysium
3.7
Confidence Score· 2024-03-25
Elysium: Exploring Object-level Perception in Videos via MLLM Code
#10LLaMA-VID-13B (2 Token)
3.7
Confidence Score· 2023-11-28
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models Code
#11LLaMA-VID-7B (2 Token)
3.7
Confidence Score· 2023-11-28
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models Code
#12Chat-UniVi-7B
3.7
Confidence Score· 2023-11-14
Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding Code
#13Flash-VStream
3.9
Confidence Score· 2024-06-12
Flash-VStream: Memory-Based Real-Time Understanding for Long Video Streams Code
#14ST-LLM
3.9
Confidence Score· 2024-03-30
ST-LLM: Large Language Models Are Effective Temporal Learners Code
#15Video-LaVIT
3.9
Confidence Score· 2024-02-05
Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization Code
#16Video-LLaVA-7B
3.9
Confidence Score· 2023-11-16
Video-LLaVA: Learning United Visual Representation by Alignment Before Projection Code
#17VideoChat2
3.9
Confidence Score· 2023-11-28
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark Code
#18PPLLaVA-7B
4
Confidence Score· 2024-11-04
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance Code
#19LLaVA-Mini
4
Confidence Score· 2025-01-07
LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token Code
#20SlowFast-LLaVA-34B
4.1
Confidence Score· 2024-07-22
SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models Code
#21IG-VLM-34B
4.1
Confidence Score· 2024-03-27
An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM Code
#22TS-LLaVA-34B
4.1
Confidence Score· 2024-11-17
TS-LLaVA: Constructing Visual Tokens through Thumbnail-and-Sampling for Training-Free Video Large Language Models Code
#23Tarsier (34B)
4.2
Confidence Score· 2024-06-30
Tarsier: Recipes for Training and Evaluating Large Video Description Models Code
#24PLLaVA (34B)
4.2
Confidence Score· 2024-04-25
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning Code
#25LinVT-Qwen2-VL (7B)
4.4
Confidence Score· 2024-12-06
LinVT: Empower Your Image-level Large Language Model to Understand Videos Code