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Models/PLLaVA-34B

PLLaVA-34B

Reported on 23 benchmarks across 5 tasks · 1 paper · 4 SOTA

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

Reasoning23 results

Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2024-04-25
3.9
best: 4.21 (PPLLaVA-7B)
SOTA
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2024-04-25
3.9
best: 4.21 (PPLLaVA-7B)
SOTA
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Video Question AnsweringonTVBench
Average Accuracy· 2024-04-25
42.3
best: 63.6 (Seed1.5-VL thinking)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Generative Visual Question AnsweringonVideoInstruct
Consistency· 2024-04-25
3.25
best: 3.81 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Generative Visual Question AnsweringonVideoInstruct
Contextual Understanding· 2024-04-25
3.9
best: 4.21 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Generative Visual Question AnsweringonVideoInstruct
Correctness of Information· 2024-04-25
3.6
best: 3.85 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Generative Visual Question AnsweringonVideoInstruct
Detail Orientation· 2024-04-25
3.2
best: 3.56 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Generative Visual Question AnsweringonVideoInstruct
Temporal Understanding· 2024-04-25
2.67
best: 3.23 (VLM-RLAIF)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Generative Visual Question AnsweringonVideoInstruct
mean· 2024-04-25
3.32
best: 3.73 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2024-04-25
3.6
best: 4.21 (PPLLaVA-7B)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2024-04-25
3.2
best: 4.21 (PPLLaVA-7B)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2024-04-25
2.67
best: 4.21 (PPLLaVA-7B)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2024-04-25
3.25
best: 4.21 (PPLLaVA-7B)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Video-based Generative Performance BenchmarkingonVideoInstruct
Consistency· 2024-04-25
3.25
best: 3.81 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Video-based Generative Performance BenchmarkingonVideoInstruct
Contextual Understanding· 2024-04-25
3.9
best: 4.21 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Video-based Generative Performance BenchmarkingonVideoInstruct
Correctness of Information· 2024-04-25
3.6
best: 3.85 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Video-based Generative Performance BenchmarkingonVideoInstruct
Detail Orientation· 2024-04-25
3.2
best: 3.56 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Video-based Generative Performance BenchmarkingonVideoInstruct
Temporal Understanding· 2024-04-25
2.67
best: 3.23 (VLM-RLAIF)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Video-based Generative Performance BenchmarkingonVideoInstruct
mean· 2024-04-25
3.32
best: 3.73 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2024-04-25
3.6
best: 4.21 (PPLLaVA-7B)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2024-04-25
3.2
best: 4.21 (PPLLaVA-7B)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2024-04-25
2.67
best: 4.21 (PPLLaVA-7B)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2024-04-25
3.25
best: 4.21 (PPLLaVA-7B)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994

Natural Language Processing11 results

Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2024-04-25
3.9
best: 4.21 (PPLLaVA-7B)
SOTA
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Visual Question Answering (VQA)onVideoInstruct
Consistency· 2024-04-25
3.25
best: 3.81 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Visual Question Answering (VQA)onVideoInstruct
Contextual Understanding· 2024-04-25
3.9
best: 4.21 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Visual Question Answering (VQA)onVideoInstruct
Correctness of Information· 2024-04-25
3.6
best: 3.85 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Visual Question Answering (VQA)onVideoInstruct
Detail Orientation· 2024-04-25
3.2
best: 3.56 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Visual Question Answering (VQA)onVideoInstruct
Temporal Understanding· 2024-04-25
2.67
best: 3.23 (VLM-RLAIF)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Visual Question Answering (VQA)onVideoInstruct
mean· 2024-04-25
3.32
best: 3.73 (PPLLaVA-7B-dpo)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2024-04-25
3.6
best: 4.21 (PPLLaVA-7B)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2024-04-25
3.2
best: 4.21 (PPLLaVA-7B)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2024-04-25
2.67
best: 4.21 (PPLLaVA-7B)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2024-04-25
3.25
best: 4.21 (PPLLaVA-7B)
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994

Other1 result

Video-based Generative Performance Benchmarking (Correctness of Information)onVideoInstruct
gpt-score· 2024-04-25
3.6
best: 3.85 (PPLLaVA-7B)
SOTA
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning arXiv:2404.16994