Key Summary
- High Transmission & Large Storage Space
- Energy Efficiency is a concern
- Compressive Sensing (sense data from compressed form)
- Motion synthesizing LSTM
- RNN to extrapolate motion
- Pretrain using LSTM
Read - 2 - WACV18: Recommending Outfit from Personal Closet
Key Summary
- Outfit recommendation
- Dataset created
- Positive and Negative Samples
- Good outfit - Well coordinated / selected
- Resnet50 to extract feature vector
- Positive probability as score
- Binary Classification problem
- Beam Search
Read 3 - WACV18: FARSA: Fully Automated Roadway Safety Assessment
Key Summary
- Deals with low level attributes on road
- Build a grading based on positive / negative samples
- Scores for pedestrians, cyclists
- Panaromic view, labelling
- CNN to directly label
- Image -> VGG -> Star Rating
- Predict Road Level Attributes
Some of Projects Applicable for India
- Automated road quality assessment (Automatically identify and report / Automate inspection)
- Automated unmanned Railway Crossing gates (Use Audio + Light to eliminate manual tasks)
- Automated CCTV monitoring and person identification / Alert for better security monitoring
Rather than fixing the problem, we need to nail out the root cause of the source of the problem
- Student Drop out prediction based on region / family status / locality
- Employment Generation prediction across industries
- Crime Analysis and detection based on income /segment/education
- Income Tax Evasion across income / segment / education / region
- Predict potential offenders based on financial activities/network connections
Happy Mastering DL!!!
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