Photo Gallery is the best way to show pictures to you readers.There is different way to create photo gallery for wordpress ,but the easiest way is using plugins.
There are alot of plugins out there,but here is list of the best
photo gallery wordpress plugins
Post videos and photo galleries: One professional plugin handles all your multimedia needs for Free
Cincopa Content Gallery creates an automated, fully customizable image gallery, slideshows, video and music playlists anywhere within your WordPress site. Choose your videos, images and music and display skin, pages or posts with custom overlay text and a rotating thumbnail belts.

Flash Photo Gallery : A WordPress plugin which creates a Flash Photo Gallery like one provided in Adobe Photoshop CS2 Flash Web Photo Gallery templates.

NextGEN Gallery : is a full integrated Image Gallery plugin for WordPress with a Flash slideshow option. Before I start writing the plugin I study all photo and picture plugins for WordPress, I figure out that some of them are really good and well designed, but I missed a simple and easy administration back end to handle multiple photos, galleries and albums.

Yet Another PhotoBlog : Convert your WordPress Blog into a full featured photoblog in virtually no time. Use the full range of WordPress functions and plugins: Benefit from the big community WordPress has to offer.

Lightbox : The Lightbox Gallery plugin changes the view of galleries to the lightbox.
You can also make regular images appear in a lightbox.
Fotobook : Fotobook is a WordPress plugin that will link to your Facebook account(s) and import all of your photo albums for use in your WordPress installation. It uses the Facebook’s API so importing your photos is a breeze.

PhotoXhibit : This plugin uses photos from your Flicker, Picasa, and/or SmugMug accounts as well as allows you to upload and build Albums to help you build inviting Photo Galleries on and through out your site.

Photo Galleria : Photo Galleria is a simple, yet elegant, plugin for photographers and designers who want to beautify and simplify their WordPress photo galleries. The Photo Galleria plugin filters the default WordPress gallery shortcode and replaces it with an elegant jQuery-powered gallery.
Simply upload photos as normal and the Photo Galleria plugin will create a photo gallery with fade-in and fade-out effects common on flash-based websites. All the transitions happen inline without having to navigate to multiple WordPress attachment pages.

Picasna : Picasna for WordPress is a free plugin that enables you to display your photos in a stylish and easy-to-browse way on your WordPress Blog. It’s a fullscreen gallery that uses the best tool for editing and managing your photos — Picasa 3 (by Google). You can upload photos directly to Picasa Web Albums and they will appear on your web page in seconds.

PhotoSmash Galleries : makes it easy to create photo galleries in posts or pages that your users can upload images to. PhotoSmash has incredibly flexible and simple models for designing custom gallery and form layouts, utilizing your own custom database fields, html, and css, or just use the standard.

DM Albums : is an inline photo album/gallery plugin that displays high quality images and thumbnails perfectly sized to your blog.

GRAND Flash Album Gallery : With GRAND FlAGallery you can: upload unlimited number of pictures for your slideshow galleries and albums; customize color of all the user controls and background for embeded flash skin to fit your blog colors; change width and height of flash or leave width 100% to fit your blog;view photo gallery in full screen mode for dramatic presentations

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