@@ -87,6 +87,15 @@ <h1 class="title is-1 publication-title">Detecting Suspicious Activity in the NF
8787 < span > Code</ span >
8888 </ a >
8989 </ span >
90+ < span class ="link-block ">
91+ < a href =""
92+ class ="external-link button is-normal is-rounded is-dark ">
93+ < span class ="icon ">
94+ < i class ="fas fa-database "> </ i >
95+ </ span >
96+ < span > Dataset</ span >
97+ </ a >
98+ </ span >
9099 </ a >
91100 </ div >
92101
@@ -115,10 +124,9 @@ <h2 class="title is-3">Abstract</h2>
115124 <!-- Paper video. -->
116125 < div class ="columns is-centered has-text-centered ">
117126 < div class ="column is-four-fifths ">
118- < h2 class ="title is-3 "> Video </ h2 >
127+ < h1 class ="title is-3 "> Framework Overview </ h1 >
119128 < div class ="publication-video ">
120- < iframe width ="560 " height ="315 " src ="https://www.youtube.com/embed/c4U8tkQkX7g " title ="YouTube video player " frameborder ="0 " allow ="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share " allowfullscreen > </ iframe >
121- </ div >
129+ < img src ="./static/images/framework_TKG.png " width ="120% " >
122130 </ div >
123131 </ div >
124132 <!--/ Paper video. -->
@@ -128,10 +136,84 @@ <h2 class="title is-3">Video</h2>
128136
129137< section class ="section ">
130138 < div class ="container is-max-desktop ">
139+ < h3 class ="title is-3 "> Temporal Cycles Detection</ h3 >
140+ < div class ="columns is-centered ">
141+
142+ <!--/ Visual Effects. -->
143+
144+ <!-- Matting. -->
145+ < div class ="column ">
146+ < div class ="columns is-centered ">
147+ < div class ="column content ">
148+
149+ < img src ="./static/images/temporal_cycles.png " height ="80% " >
150+ </ div >
151+
152+ </ div >
153+ </ div >
154+ </ div >
155+ <!--/ Matting. -->
156+ </ div >
157+ < div class ="container is-max-desktop ">
158+ < div class ="columns is-centered ">
159+
160+ <!--/ Visual Effects. -->
161+
162+ <!-- Matting. -->
163+ < div class ="column ">
164+ < h2 class ="title is-4 "> Temporal Cycles Detected</ h2 >
165+ < div class ="columns is-centered ">
166+ < div class ="column content ">
167+ < p >
168+ Vehicles moving on the roundabout used for bikes is anomalous in this scene.
169+ </ p >
170+ < img src ="./static/images/transaction_Vs_Cycles_.png " height ="70% " width ="70% " >
171+ </ div >
172+
173+ </ div >
174+ </ div >
175+ </ div >
176+ <!--/ Matting. -->
177+ </ div >
178+ < div class ="container is-max-desktop ">
131179 < h3 class ="title is-3 "> Ground-based Videos</ h3 >
132180 < div class ="columns is-centered ">
133181
134- <!-- Visual Effects. -->
182+ <!--/ Visual Effects. -->
183+ < div class ="column ">
184+
185+ < div class ="content ">
186+ < h4 class ="title is-4 "> UCSD Ped2</ h4 >
187+ < p >
188+ In this scene, a cow herd walking on the highway is anomalous.
189+ </ p >
190+ < img src ="./static/images/ccdf_cycle_duration.png " >
191+ </ div >
192+ </ div >
193+ <!-- Matting. -->
194+ < div class ="column ">
195+ < h2 class ="title is-4 "> ShanghaiTech Campus</ h2 >
196+ < div class ="columns is-centered ">
197+ < div class ="column content ">
198+ < p >
199+ Vehicles moving on the roundabout used for bikes is anomalous in this scene.
200+ </ p >
201+ < img src ="./static/images/ccdf_cycle_length.png " >
202+ </ div >
203+
204+ </ div >
205+ </ div >
206+ </ div >
207+ <!--/ Matting. -->
208+ </ div >
209+ </ section >
210+
211+ < section class ="section ">
212+ < div class ="container is-max-desktop ">
213+ < h3 class ="title is-3 "> Temporal Motif-based Characterization</ h3 >
214+ < div class ="columns is-centered ">
215+
216+ <!--/ Visual Effects. -->
135217 < div class ="column ">
136218
137219 < div class ="content ">
@@ -145,8 +227,6 @@ <h4 class="title is-4">UCSD Ped2</h4>
145227 </ video >
146228 </ div >
147229 </ div >
148- <!--/ Visual Effects. -->
149-
150230 <!-- Matting. -->
151231 < div class ="column ">
152232 < h2 class ="title is-4 "> ShanghaiTech Campus</ h2 >
@@ -170,7 +250,7 @@ <h2 class="title is-4">ShanghaiTech Campus</h2>
170250
171251< section class ="section ">
172252 < div class ="container is-max-desktop ">
173- < h3 class ="title is-3 "> Aerial Videos </ h3 >
253+ < h3 class ="title is-3 "> Temporal Motif-based Characterization </ h3 >
174254 < div class ="columns is-centered ">
175255
176256 <!--/ Visual Effects. -->
@@ -244,28 +324,6 @@ <h4 class="title is-4">Drone-anomaly Dataset</h4>
244324 </ div >
245325</ section >
246326
247- < section class ="section ">
248- < div class ="container is-max-desktop ">
249- <!-- Animation. -->
250- < div class ="columns is-centered ">
251- < div class ="column is-full-width ">
252- < h2 class ="title is-3 "> Related Works</ h2 >
253- < ul >
254- < li >
255- < a href ="https://github.com/Jin-Pu/Drone-Anomaly "> ANDT : Anomaly detection in aerial videos with transformers </ a >
256- </ li >
257- < li >
258- < a href ="https://vt-le.github.io/HSTforU/ "> HSTforU: Anomaly Detection in Aerial and Ground-based Videos with Hierarchical Spatio-Temporal Transformer for U-net</ a >
259- </ li >
260- < li >
261- < a href ="https://github.com/codnjsqkr/FastAno_official "> FastAno: Fast Anomaly Detection via Spatio-temporal Patch Transformation</ a >
262- </ li >
263- </ ul >
264- </ div >
265- </ div >
266- </ div >
267- </ section >
268-
269327< section class ="section ">
270328 < div class ="container is-max-desktop ">
271329 <!-- Animation. -->
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