Operator Behavior Analysis System for Operation Room Based on Deep Learning

<table class="table-group" id="tab4"><tr><td><table class="table"><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr class="thead"><td class="align_left">Video</td><td class="align_center">Actual total number of off-position frames</td><td class="align_center">Number of off-position detected</td><td class="align_center">Counter <svg height="11.9153pt" id="M29" style="vertical-align:-3.27287pt" version="1.1" viewbox="-0.0498162 -8.64243 27.5498 11.9153" width="27.5498pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M625 186C574 85 512 32 429 32C293 32 194 153 194 337C194 485 274 621 419 621C496 621 573 586 606 468L643 475C636 537 629 583 620 638C593 644 519 665 438 665C199 665 42 523 42 317C42 158 152 -15 418 -15C486 -15 578 5 604 11C621 46 647 122 660 171L625 186Z"></path></g><g transform="matrix(.0091,0,0,-0.0091,8.821,3.132)"><path d="M238 0V26C174 32 166 38 166 104V712C132 700 70 683 18 677V653C81 647 87 645 87 577V104C87 38 78 32 15 26V0H238Z"></path></g><g transform="matrix(.0091,0,0,-0.0091,11.123,3.132)"><path d="M380 106C343 72 306 56 265 56C195 56 116 112 115 248C235 252 361 262 377 265C396 269 400 277 400 297C400 374 333 449 250 449H249C198 449 144 421 103 376S37 269 37 201C37 88 109 -12 232 -12C263 -12 332 6 395 84L380 106ZM225 412C281 412 315 364 314 312C314 297 308 292 290 292C232 290 176 289 120 289C135 370 180 412 225 412Z"></path></g><g transform="matrix(.0091,0,0,-0.0091,15.046,3.132)"><path d="M433 39L423 65C413 59 399 54 387 54C370 54 352 69 352 114V299C352 352 342 392 307 422C285 440 255 449 225 449C168 437 102 399 75 379C56 365 44 353 44 339C44 315 69 296 87 296C101 296 111 303 116 319C124 349 133 371 145 385C156 397 171 404 190 404C241 404 275 364 275 291V274C253 256 180 229 120 209C65 190 39 159 39 110C39 47 88 -12 159 -12C189 -12 237 25 277 52C282 35 288 21 301 8C312 -3 333 -12 348 -12L433 39ZM275 84C256 65 221 48 195 48C164 48 124 73 124 124C124 161 146 180 185 198C206 208 254 229 275 240V84Z"></path></g><g transform="matrix(.0091,0,0,-0.0091,18.876,3.132)"><path d="M478 437H300V411C357 404 363 393 347 345C325 280 293 190 258 107C229 178 188 284 163 354C147 397 149 405 203 411V437H-2V411C52 403 59 396 82 339C130 222 176 109 220 -11H248C304 138 356 261 390 336C417 395 425 404 478 411V437Z"></path></g><g transform="matrix(.0091,0,0,-0.0091,23.016,3.132)"><path d="M380 106C343 72 306 56 265 56C195 56 116 112 115 248C235 252 361 262 377 265C396 269 400 277 400 297C400 374 333 449 250 449H249C198 449 144 421 103 376S37 269 37 201C37 88 109 -12 232 -12C263 -12 332 6 395 84L380 106ZM225 412C281 412 315 364 314 312C314 297 308 292 290 292C232 290 176 289 120 289C135 370 180 412 225 412Z"></path></g></svg> maximum</td></tr><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr><td class="align_left">Video 1</td><td class="align_center">298</td><td class="align_center">298</td><td class="align_center">298</td></tr><tr><td class="align_left">Video 2</td><td class="align_center">218</td><td class="align_center">219</td><td class="align_center">219</td></tr><tr><td class="align_left">Video 3</td><td class="align_center">234</td><td class="align_center">236</td><td class="align_center">236</td></tr><tr><td class="align_left">Video 4</td><td class="align_center">256</td><td class="align_center">256</td><td class="align_center">256</td></tr><tr><td class="align_left">Video 5</td><td class="align_center">198</td><td class="align_center">199</td><td class="align_center">199</td></tr><tr><td class="align_left">Video 6</td><td class="align_center">215</td><td class="align_center">215</td><td class="align_center">215</td></tr><tr><td class="align_left">Video 7</td><td class="align_center">276</td><td class="align_center">277</td><td class="align_center">277</td></tr><tr><td class="align_left">Video 8</td><td class="align_center">283</td><td class="align_center">282</td><td class="align_center">282</td></tr><tr><td class="align_left">Video 9</td><td class="align_center">295</td><td class="align_center">295</td><td class="align_center">295</td></tr><tr><td class="align_left">Video 10</td><td class="align_center">300</td><td class="align_center">298</td><td class="align_center">298</td></tr><tr class="table-tr"><td colspan="4"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>The off-position detection results.</div>

Mathematical Problems in Engineering

tab4

Table 4

Table 4: Operator Behavior Analysis System for Operation Room Based on Deep Learning 