videomae-base-finetuned-ucf_crime Open-source Video Analysis Model - Precise Analysis for Video Content Insights

Home

Videomae Base Finetuned Ucf Crime

Developed by rahulbarua

A video analysis model fine-tuned on the UCF-Crime dataset based on the VideoMAE foundation model

Video Processing

Transformers

#Video Anomaly Detection #Crime Recognition #Low Accuracy Model

Downloads 18

Release Time : 5/21/2023

Model Overview

This model is a video understanding model based on the VideoMAE architecture, specifically fine-tuned for crime detection scenarios, capable of analyzing video content and identifying potential criminal behaviors or abnormal activities.

Model Features

Video Anomaly Detection

Video analysis capability optimized specifically for crime scenarios

Based on Self-Supervised Learning

Utilizes VideoMAE's masked autoencoder pre-training method

Lightweight Fine-tuning

Efficient fine-tuning on the foundation model to adapt to specific tasks

Model Capabilities

Video Content Analysis

Anomaly Behavior Detection

Crime Scene Recognition

Use Cases

Public Safety

Surveillance Video Analysis

Automatically analyzes suspicious behaviors in surveillance videos

Accuracy 37.2%

Anomalous Event Detection

Identifies violent, theft, and other anomalous events in videos

Training Loss	Epoch	Step	Validation Loss	Accuracy
1.9349	0.06	40	1.9845	0.2332
1.8834	1.06	80	1.9134	0.3009
1.7506	2.06	120	1.8460	0.3080
1.6494	3.06	160	1.7691	0.2624
1.6189	4.06	200	1.7939	0.2537
1.6895	5.06	240	1.7809	0.2706
1.517	6.06	280	1.6773	0.3244
1.308	7.06	320	1.8364	0.3152
1.2267	8.06	360	2.0392	0.2440
1.4347	9.06	400	1.9110	0.2450
1.1567	10.06	440	1.7606	0.2840
1.1937	11.06	480	1.9803	0.2737
1.0729	12.06	520	1.8355	0.3352
1.0721	13.06	560	1.7808	0.3311
0.6594	14.06	600	1.8175	0.3060
0.7636	15.06	640	1.8409	0.3409

Featured Recommended AI Models

Empowering the Future, Your AI Solution Knowledge Base

English 简体中文繁體中文にほんご

Videomae Base Finetuned Ucf Crime

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 videomae-base-finetuned-ucf_crime

🚀 Quick Start

📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

📄 License