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Models/BT-Adapter

BT-Adapter

Reported on 43 benchmarks across 6 tasks · 1 paper · 29 SOTA

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

Reasoning22 results

Generative Visual Question AnsweringonVideoInstruct
Consistency· 2023-09-27
2.46
best: 3.81 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Generative Visual Question AnsweringonVideoInstruct
Contextual Understanding· 2023-09-27
3.27
best: 4.21 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Generative Visual Question AnsweringonVideoInstruct
Correctness of Information· 2023-09-27
2.68
best: 3.85 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Generative Visual Question AnsweringonVideoInstruct
Detail Orientation· 2023-09-27
2.69
best: 3.56 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Generative Visual Question AnsweringonVideoInstruct
Temporal Understanding· 2023-09-27
2.34
best: 3.23 (VLM-RLAIF)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Generative Visual Question AnsweringonVideoInstruct
mean· 2023-09-27
2.69
best: 3.73 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2023-09-27
3.27
best: 4.21 (PPLLaVA-7B)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Video-based Generative Performance BenchmarkingonVideoInstruct
Consistency· 2023-09-27
2.46
best: 3.81 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Video-based Generative Performance BenchmarkingonVideoInstruct
Contextual Understanding· 2023-09-27
3.27
best: 4.21 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Video-based Generative Performance BenchmarkingonVideoInstruct
Correctness of Information· 2023-09-27
2.68
best: 3.85 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Video-based Generative Performance BenchmarkingonVideoInstruct
Detail Orientation· 2023-09-27
2.69
best: 3.56 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Video-based Generative Performance BenchmarkingonVideoInstruct
Temporal Understanding· 2023-09-27
2.34
best: 3.23 (VLM-RLAIF)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Video-based Generative Performance BenchmarkingonVideoInstruct
mean· 2023-09-27
2.69
best: 3.73 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2023-09-27
3.27
best: 4.21 (PPLLaVA-7B)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2023-09-27
2.68
best: 4.21 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2023-09-27
2.69
best: 4.21 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2023-09-27
2.34
best: 4.21 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2023-09-27
2.46
best: 4.21 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2023-09-27
2.68
best: 4.21 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2023-09-27
2.69
best: 4.21 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2023-09-27
2.34
best: 4.21 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2023-09-27
2.46
best: 4.21 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785

Computer Vision21 results

VCGBench-DiverseonVideoInstruct
Consistency· 2023-09-27
2.27
best: 2.59 (VideoGPT+)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
VCGBench-DiverseonVideoInstruct
Contextual Understanding· 2023-09-27
2.59
best: 2.81 (VideoGPT+)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
VCGBench-DiverseonVideoInstruct
Correctness of Information· 2023-09-27
2.2
best: 2.46 (VideoGPT+)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
VCGBench-DiverseonVideoInstruct
Dense Captioning· 2023-09-27
1.03
best: 1.38 (VideoGPT+)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
VCGBench-DiverseonVideoInstruct
Detail Orientation· 2023-09-27
2.62
best: 2.73 (VideoGPT+)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
VCGBench-DiverseonVideoInstruct
Reasoning· 2023-09-27
3.62
best: 3.63 (VideoGPT+)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
VCGBench-DiverseonVideoInstruct
Spatial Understanding· 2023-09-27
2.35
best: 2.8 (VideoGPT+)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
VCGBench-DiverseonVideoInstruct
mean· 2023-09-27
2.19
best: 2.47 (VideoGPT+)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
VCGBench-DiverseonVideoInstruct
Temporal Understanding· 2023-09-27
1.29
best: 1.78 (VideoGPT+)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Zero-Shot Video RetrievalonMSR-VTT
text-to-video R@1· 2023-09-27
40.9
best: 55.9 (InternVideo2-6B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Zero-Shot Video RetrievalonMSR-VTT
text-to-video R@10· 2023-09-27
73.5
best: 85.1 (InternVideo2-6B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Zero-Shot Video RetrievalonMSR-VTT
text-to-video R@5· 2023-09-27
64.7
best: 78.3 (InternVideo2-6B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Zero-Shot Video RetrievalonDiDeMo
text-to-video R@1· 2023-09-27
35.6
best: 57.9 (InternVideo2-6B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Zero-Shot Video RetrievalonDiDeMo
text-to-video R@10· 2023-09-27
72.6
best: 85.1 (InternVideo2-1B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Zero-Shot Video RetrievalonDiDeMo
text-to-video R@5· 2023-09-27
61.9
best: 80 (InternVideo2-6B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Zero-Shot Video RetrievalonLSMDC
text-to-video R@1· 2023-09-27
19.5
best: 33.8 (InternVideo2-6B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Zero-Shot Video RetrievalonLSMDC
text-to-video R@10· 2023-09-27
45
best: 62.2 (InternVideo2-6B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Zero-Shot Video RetrievalonLSMDC
text-to-video R@5· 2023-09-27
35.9
best: 55.9 (InternVideo2-6B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Zero-Shot Video RetrievalonActivityNet
text-to-video R@1· uses extra data· 2023-09-27
37
best: 63.2 (InternVideo2-6B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Zero-Shot Video RetrievalonActivityNet
text-to-video R@10· uses extra data· 2023-09-27
78.9
best: 92.5 (InternVideo2-6B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Zero-Shot Video RetrievalonActivityNet
text-to-video R@5· uses extra data· 2023-09-27
66.7
best: 85.6 (InternVideo2-6B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785

Natural Language Processing11 results

Visual Question Answering (VQA)onVideoInstruct
Consistency· 2023-09-27
2.46
best: 3.81 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Visual Question Answering (VQA)onVideoInstruct
Contextual Understanding· 2023-09-27
3.27
best: 4.21 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Visual Question Answering (VQA)onVideoInstruct
Correctness of Information· 2023-09-27
2.68
best: 3.85 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Visual Question Answering (VQA)onVideoInstruct
Detail Orientation· 2023-09-27
2.69
best: 3.56 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Visual Question Answering (VQA)onVideoInstruct
Temporal Understanding· 2023-09-27
2.34
best: 3.23 (VLM-RLAIF)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Visual Question Answering (VQA)onVideoInstruct
mean· 2023-09-27
2.69
best: 3.73 (PPLLaVA-7B-dpo)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2023-09-27
3.27
best: 4.21 (PPLLaVA-7B)
SOTA
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2023-09-27
2.68
best: 4.21 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2023-09-27
2.69
best: 4.21 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2023-09-27
2.34
best: 4.21 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2023-09-27
2.46
best: 4.21 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785

Other1 result

Video-based Generative Performance Benchmarking (Correctness of Information)onVideoInstruct
gpt-score· 2023-09-27
2.68
best: 3.85 (PPLLaVA-7B)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning arXiv:2309.15785