1. Ideal test image Noisy test image 2-D filtered 3-D filtered 2-D filtered 3-D filtered Sliding window 2D and 3-D DCT domain filtering for video restoration Computer simulation: bars Ideal test imageNoisy test image Computer simulation: text

2. 3-D Local adaptive spatial-temporal filtering: denoising and deblurring thermal video Real life IR range video (left) and processed video with blind deblurring (right, 5x5x5 DCT domain filtering)

3. Publications L. Yaroslavsky, Digital Holography and Digtal Image Processing, Kluwer Academic Publishers, Boston, 2004 L. Yaroslavsky, A. Stainman, B. Fishbain, Sh. Gepstein, Processing and Fusion of Thermal and Video Sequences for Terrestrial Long Distance Observation Systems Processing and Fusion of Thermal and Video Sequences for Terrestrial Long Distance Observation Systems, ISIF, Seventh International Conference on Information Fusion (FUSION 2004), Stockholm, Sweden, 28 June - 1 July 2004. A. Shtainman, Linear and Nonlinear Filters for Spatial/Temporal Restoration of Thermal Video Sequences, MS thesis, Tel Aviv University, Faculty of Engineering, 2005.

4. 3-D Local adaptive spatial-temporal filtering: denoising and deblurring thermal video Before After (5x5x5 DCT domain filtering) L. Yaroslavsky, A. Stainman, B. Fishbain, Sh. Gepstein, Processing and Fusion of Thermal and Video Sequences for Terrestrial Long Distance Observation Systems Processing and Fusion of Thermal and Video Sequences for Terrestrial Long Distance Observation Systems, ISIF, Seventh International Conference on Information Fusion (FUSION 2004), Stockholm, Sweden, 28 June - 1 July 2004.