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End course Project Computer Vision DSAI 352 Spring 2026
Dr. Khaled Mostafa Elsayed
284 views·2 weeks ago
![[12] Introducton to Motion Estimation](https://i.ytimg.com/vi/0_7W8508x-o/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhyIEEoRTAP&rs=AOn4CLDnBMC5NfM5ZcabKQK4KgJdMP148w)
![[11] Introduction to MPEG Compression](https://i.ytimg.com/vi/-00p6ekAzzk/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhyIDsoPTAP&rs=AOn4CLBTNZbVQ5T1jO_K9gHxwrOv9ekfsw)
![[11] Faster RCNN - ROI Pooling - ROI Align - Mask RCNN The complete Picture](https://i.ytimg.com/vi/bCQDDFKx4YU/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhkIGUoQjAP&rs=AOn4CLBusNf-KwOFhx2XAab3b8dKyxXwiw)
![[10] Region Proposal Network RPN](https://i.ytimg.com/vi/mhapMjpyQ_s/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhZIFooZTAP&rs=AOn4CLAu3JHvwzd__ByGdQUO1qrxqf-5hQ)
![[10] Color space and JPEG Compression](https://i.ytimg.com/vi/8Og0G8uLxQU/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhgIGAoYDAP&rs=AOn4CLDt82tIFkE8jDppTcG9sohnEaJ-TA)
![[09] DCT and Runlength Enocoding](https://i.ytimg.com/vi/Hq7x1koaajQ/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhlIGUoZTAP&rs=AOn4CLCYKwk4SaG-16VsGY_ylto0e5fB7g)
![[09] Landmark Detection RCNN Fast RCNN Faster RCNN](https://i.ytimg.com/vi/fUCpy8_SgL4/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhyIEUoQDAP&rs=AOn4CLBcleaOA1zXomT1C_Aif9yxOXVLAQ)
![[5] Fast Text](https://i.ytimg.com/vi/4dcy5Bk1c_c/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhyIEMoRDAP&rs=AOn4CLBeZR5F0fkmfuqPDpUZyYEKxEmMvg)
![[08] Predictive Coding](https://i.ytimg.com/vi/JoxRJAcz4w8/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhyID8oRDAP&rs=AOn4CLAbzMULHUXl1X-lRIaIsfD2VI2aBA)
![[08] YOLO Loss Function](https://i.ytimg.com/vi/VZISrFW6egg/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhZIGUoVjAP&rs=AOn4CLDpsTTK0VqMJpi24yqOegBYc4hy1w)
![[4] Word Embedding - Skip gram - Negative Sampling](https://i.ytimg.com/vi/2rrlxP9biug/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhlIGUoZTAP&rs=AOn4CLCLc_rIk3hucOpbR5-lOs6LAji9QQ)
![[07] Scalar and Vecotr Quantization](https://i.ytimg.com/vi/zelNDLbEy9Q/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhlIGUoZTAP&rs=AOn4CLBvZFy5mTExezmv_nS9_fIN9L08HQ)
![[07] YOLO](https://i.ytimg.com/vi/Bm7RA6S4FT0/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhyIDkoOzAP&rs=AOn4CLAfwI198RdxKyyf0FbMH4amAT4ClA)
![[06] Arithmetic Coding Binary Representation](https://i.ytimg.com/vi/DpgUrAJW_cQ/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhyIEMoSTAP&rs=AOn4CLCy9r5_FkuiMGzTDpKa7zj_WHPn4g)
![[06] Intersection over Union - Non-Max Suppression](https://i.ytimg.com/vi/zln2HDeNnS8/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhCIFUoZTAP&rs=AOn4CLBzpTI8ye2-3Sh_SMudvSC2KN8tMg)
![[05] Arithmetic Coding Float Representation](https://i.ytimg.com/vi/BU4LzMuPNTw/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhlIGUoZTAP&rs=AOn4CLDb3-WGEP_XyRfI9p95EXpGLU_pMA)
![[05] object detection sliding window](https://i.ytimg.com/vi/CNzFmFm_mXI/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhyIDooPTAP&rs=AOn4CLCP5rea6ijla5-MzaYROEYSIvRr2g)
![[04] Adpative Huffman](https://i.ytimg.com/vi/TFW4OWpw4f8/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhlIGUoZTAP&rs=AOn4CLBTtyB9vljphLkIjSuCpCu5ltif_Q)
![[04] SIFT Image Feature](https://i.ytimg.com/vi/qPnuj8LYCD4/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARgTIBMofzAP&rs=AOn4CLBALQPVhX62K_6KEJuabgJcdGPTnQ)
![[03] Entropy - huffman - modified huffman](https://i.ytimg.com/vi/P7BPI0dP-SU/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhlIGUoZTAP&rs=AOn4CLCRYnY5SPaIXn8oayGcgBrsMhMxOg)
![[03] Image Morphology](https://i.ytimg.com/vi/PW611_DUUbA/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhZIFgoZTAP&rs=AOn4CLASxwlH9PTnwLm4rVLkw5KdDmkRFQ)
![[02] LZ 78, LZW](https://i.ytimg.com/vi/serGhL1ZMP8/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhyIEMoSTAP&rs=AOn4CLDmKKcxglRXWM56u0yfWJ4kLnNlbA)
![[02] Filters Freq Domain](https://i.ytimg.com/vi/p7YC4f0MBSk/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARh_IBMoFDAP&rs=AOn4CLByWlX4mLxu_Exkh9xoOMnW3Hd6tA)
![[01] Intro to CV - Image Enhancement in Spatial Domain](https://i.ytimg.com/vi/43IKduZ1Ua0/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhyIEQoRzAP&rs=AOn4CLAVApOCgUL5l29dRwEZ1OdVRccVXQ)
[01] Intro to CV - Image Enhancement in Spatial Domain
Dr. Khaled Mostafa Elsayed
1.3K views·1 year ago
Dr. Khaled Mostafa Elsayed
Dr. Khaled Mostafa Elsayed
![[01] Intro to Data Compression, LZ 77](https://i.ytimg.com/vi/PrbTpYVDv6Q/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhlIGUoZTAP&rs=AOn4CLB6lYPE8D9lYlof1NXwPIpye5p4tg)
![[12] Transformers - Part II](https://i.ytimg.com/vi/1vYxr2TmkLA/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhWIGUoWDAP&rs=AOn4CLCANkkJd3YXAJ_YgVK6RYwd7hT-Qw)