Stephen H. Wang's Projects
[CVPR2022 Image Matching Workshop (IMW) Top6%] Propose a model registering two images from diverse viewpoints with coarse-to-fine attention, use LoFTR for local feature matching and DKM for regression with deep kernels and Gaussian processes.
[Elsevier Displays 2022] Propose visual sensitivity regularization in cost calculation stage and multi-directional aggregation template, optimize parallax through left-right consistency detection.
[IR System Program] Implement an IR system based on BM25 model via Python. Self-assessment through various evaluation metric like precision, recall, P@10, R-precision, MAP, bpref, NDCG.
[IEEE TGRS2023 under review] Propose BSANet where an encoder-decoder structure with bilateral segregation and aggregation module. Obtained same performance as SOTA model with 70.68% less model size; achieved 299fps/392fps for FP32/FP16.
[Kaggle2020 Competition Top1.59% Silver Medal๐ฅ] Develop an EfficientNet-based DL network consisting MBConv modules and a ViT backbone to classify the disease types of cassava leaf.
[Elsevier SPIC2022 under review] Propose a dual attention aggregating network, which adopt an ImageNet pre-trained backbone as an encoder and use FPN architecture with DAAM we introduced.
[DES Encryptor Application] Consist of an encryptor and a decryptor, which are both established based on Data Encryption Standard (DES) algorithm.
[Elsevier SOCL2022] Investigate in ML/DL-ensembled models and visualize features by dimension reduction techniques like PCA and t-SNE, measure performance via multiple metrics (e.g., Gini Index, AGF, and AUC).
[Desktop Software & UML Analysis on SOLID Principle] Develop for practicing designing the software that conforms to SOLID principle. Consists of a sender and a receiver, user can run and open multiple program windows simultaneously to simulate them.
[Android Mobile APP] Develop for people who like playing football to organize activity in community. Include functions like creating/joining teams, team management, live chat, moments sharing, locations, virtual drawing panels, tactics board, etc.
[OpenGL 3D Game] Design an interactive forest environment with a dynamic scene of changing shades and manipulative anime hero. Player can control hero to watering sunflowers, cutting trees and greeting other people, etc.
[Desktop Game] Develop the game based on Java to relive childhood classics. Design reward mechanism like multiple balls, wide paddle, sticky racket, laser cannon, etc.
[Website based on Flask/SpringBoot+Vue2] Develope a multi-lingual trade website with customer and staff portals; enabled end-to-end functions such as online chatting, order placement, shipment tracking, blog, and sales data monitoring, etc.
for CMU 16833 project
[Website based on Flask] Develop for users to create/view a recipe for a dish. User can be able to categorize the recipe (e.g., Italian, French, Chinese, Indian, Irish, etc.) and search for recipes matching a particular category
[IEEE ICIVC2021 Best Presentation Award๐] Propose a novel stereo-matching network that obtains the direction of visual sensitivity in certain areas as sensitivity factor of target pixels.
[Elsevier Healthcare Analytics 2022] Analyze vital factors in EHR to predict stroke, perform correlation analysis and adopt PCA to identify patterns in low-dimension subspace of the feature space.
[IEEE AP-S/USNC-URSI 2021] Propose a robust time sequence model using triple exponential smoothing to predict ground-based air temperature values via historical values.
[IEEE GRSL2022 under review] Propose a model named UCloudNet where we introduce a residual U-Net with deep supervision for cloud segmentation.
profile config repo
[Desktop Software] Develop to help users memorize IELTS words with the progress bar, word memorization interface, daily check-in system, dictionary, word test, and pronunciation correction, etc.