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Models/Video LLaMA

Video LLaMA

Reported on 26 benchmarks across 6 tasks · 1 paper · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Reasoning24 results

Video Question AnsweringonActivityNet-QA
Confidence Score· 2023-06-05
1.1
SOTA
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Video Question AnsweringonActivityNet-QA
Accuracy· 2023-06-05
12.4
best: 61.6 (Tarsier (34B))
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Generative Visual Question AnsweringonVideoInstruct
Consistency· 2023-06-05
1.79
best: 3.81 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Generative Visual Question AnsweringonVideoInstruct
Contextual Understanding· 2023-06-05
2.16
best: 4.21 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Generative Visual Question AnsweringonVideoInstruct
Correctness of Information· 2023-06-05
1.96
best: 3.85 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Generative Visual Question AnsweringonVideoInstruct
Detail Orientation· 2023-06-05
2.18
best: 3.56 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Generative Visual Question AnsweringonVideoInstruct
Temporal Understanding· 2023-06-05
1.82
best: 3.23 (VLM-RLAIF)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Generative Visual Question AnsweringonVideoInstruct
mean· 2023-06-05
1.98
best: 3.73 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2023-06-05
2.16
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2023-06-05
1.96
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2023-06-05
2.18
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2023-06-05
1.82
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2023-06-05
1.79
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Video-based Generative Performance BenchmarkingonVideoInstruct
Consistency· 2023-06-05
1.79
best: 3.81 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Video-based Generative Performance BenchmarkingonVideoInstruct
Contextual Understanding· 2023-06-05
2.16
best: 4.21 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Video-based Generative Performance BenchmarkingonVideoInstruct
Correctness of Information· 2023-06-05
1.96
best: 3.85 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Video-based Generative Performance BenchmarkingonVideoInstruct
Detail Orientation· 2023-06-05
2.18
best: 3.56 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Video-based Generative Performance BenchmarkingonVideoInstruct
Temporal Understanding· 2023-06-05
1.82
best: 3.23 (VLM-RLAIF)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Video-based Generative Performance BenchmarkingonVideoInstruct
mean· 2023-06-05
1.98
best: 3.73 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2023-06-05
2.16
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2023-06-05
1.96
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2023-06-05
2.18
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2023-06-05
1.82
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2023-06-05
1.79
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858

Natural Language Processing13 results

Question AnsweringonActivityNet-QA
Confidence Score· 2023-06-05
1.1
SOTA
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Question AnsweringonActivityNet-QA
Accuracy· 2023-06-05
12.4
best: 61.6 (Tarsier (34B))
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Visual Question Answering (VQA)onVideoInstruct
Consistency· 2023-06-05
1.79
best: 3.81 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Visual Question Answering (VQA)onVideoInstruct
Contextual Understanding· 2023-06-05
2.16
best: 4.21 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Visual Question Answering (VQA)onVideoInstruct
Correctness of Information· 2023-06-05
1.96
best: 3.85 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Visual Question Answering (VQA)onVideoInstruct
Detail Orientation· 2023-06-05
2.18
best: 3.56 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Visual Question Answering (VQA)onVideoInstruct
Temporal Understanding· 2023-06-05
1.82
best: 3.23 (VLM-RLAIF)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Visual Question Answering (VQA)onVideoInstruct
mean· 2023-06-05
1.98
best: 3.73 (PPLLaVA-7B-dpo)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2023-06-05
2.16
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2023-06-05
1.96
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2023-06-05
2.18
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2023-06-05
1.82
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2023-06-05
1.79
best: 4.21 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858

Other1 result

Video-based Generative Performance Benchmarking (Correctness of Information)onVideoInstruct
gpt-score· 2023-06-05
1.96
best: 3.85 (PPLLaVA-7B)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding arXiv:2306.02858