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ResearchFormerly WizWand

Highlight Detection on QVHighlights

0.453mAPMeCo
0.060920.162710.26450.36629Dec 4, 2024Feb 9, 2025Apr 17, 2025Jun 24, 2025Aug 30, 2025Nov 5, 2025Jan 12, 2026
Updated 6mo ago

Evaluation results

MethodLinks
MeCoEvaluation Protocol=Dataset-wise fine-tuning, Backbone=QWen2VL, Model Scale=7B2025.030.45375.1
MeCoEvaluation Protocol=Dataset-wise fine-tuning, Backbone=ETChat, Model Scale=7B2025.030.44774.3
MeCoEvaluation Protocol=Dataset-wise fine-tuning, Backbone=ETChat, Model Scale=3.8B2025.030.44671.8
CG-DETREvaluation Protocol=Dataset-wise fine-tuning2025.030.40866.7
UMTEvaluation Protocol=Dataset-wise fine-tuning2025.030.39964.2
MeCoEvaluation Protocol=Zero-shot (Fine-tuned on E.T.Instruct), Backbone=ETChat, Model Scale=7B2025.030.39564.3
MeCoEvaluation Protocol=Zero-shot (Fine-tuned on E.T.Instruct), Backbone=ETChat, Model Scale=3.8B2025.030.39261.8
QD-DETREvaluation Protocol=Dataset-wise fine-tuning2025.030.39163
UniVTGEvaluation Protocol=Dataset-wise fine-tuning2025.030.38861.8
MeCoEvaluation Protocol=Zero-shot (Fine-tuned on E.T.Instruct), Backbone=QWen2VL, Model Scale=7B2025.030.37257.9
M-DETREvaluation Protocol=Dataset-wise fine-tuning2025.030.35755.6
TRACEModel Scale=7B2026.010.3180.515
VideoLoomModel Scale=8B2026.010.2750.633
TimeSuiteModel Scale=7B2026.010.270.553
VideoChat-TEvaluation Protocol=Dataset-wise fine-tuning, Model Scale=7B2025.030.2755.3
TRACEEvaluation Protocol=Zero-shot (official checkpoints), Model Scale=7B2025.030.26842.7
VideoChat-TEvaluation Protocol=Zero-shot (official checkpoints), Model Scale=7B2025.030.26554.1
TemporalVLMEvaluation Protocol=Task-specific fine-tuning2024.120.2510.43
NumPro-FTEvaluation Protocol=Zero-shot (official checkpoints), Model Scale=7B2025.030.2537.2
VTG-LLMModel Scale=7B2026.010.2410.413
E.T.ChatEvaluation Protocol=Zero-shot (official checkpoints), Model Scale=3.8B2025.030.23258.9
E.T.ChatEvaluation Protocol=Zero-shot (Fine-tuned on E.T.Instruct), Model Scale=3.8B2025.030.23258.9
TimeChatModel Scale=7B2026.010.2170.379
TimeChatEvaluation Protocol=Dataset-wise fine-tuning, Model Scale=7B2025.030.21737.9
TimeChatEvaluation Protocol=Task-specific fine-tuning2024.120.2170.379
VTG-LLMEvaluation Protocol=Zero-shot (official checkpoints), Model Scale=7B2025.030.16533.5
TimeChatEvaluation Protocol=Zero-shot (Fine-tuned on E.T.Instruct), Model Scale=7B2025.030.16430.6
TRACEEvaluation Protocol=Zero-shot (Fine-tuned on E.T.Instruct), Model Scale=7B2025.030.16430.6
LongVLMEvaluation Protocol=Task-specific fine-tuning2024.120.160.225
VTGLLMEvaluation Protocol=Zero-shot (Fine-tuned on E.T.Instruct), Model Scale=7B2025.030.15927.1
TimeChatEvaluation Protocol=Zero-shot (official checkpoints), Model Scale=7B2025.030.14523.9
MomentorEvaluation Protocol=Zero-shot (official checkpoints), Model Scale=7B2025.030.076—