Getting image dimensions without reading the entire file

using (FileStream file = new FileStream(this.ImageFileName, FileMode.Open, FileAccess.Read))
{
    using (Image tif = Image.FromStream(stream: file, 
                                        useEmbeddedColorManagement: false,
                                        validateImageData: false))
    {
        float width = tif.PhysicalDimension.Width;
        float height = tif.PhysicalDimension.Height;
        float hresolution = tif.HorizontalResolution;
        float vresolution = tif.VerticalResolution;
     }
}

the validateImageData set to false prevents GDI+ from performing costly analysis of the image data, thus severely decreasing load time. This question sheds more light on the subject.

Your best bet as always is to find a well tested library. However, you said that is difficult, so here is some dodgy largely untested code that should work for a fair number of cases:

using System;
using System.Collections.Generic;
using System.Drawing;
using System.IO;
using System.Linq;

namespace ImageDimensions
{
    public static class ImageHelper
    {
        const string errorMessage = "Could not recognize image format.";

        private static Dictionary<byte[], Func<BinaryReader, Size>> imageFormatDecoders = new Dictionary<byte[], Func<BinaryReader, Size>>()
        {
            { new byte[]{ 0x42, 0x4D }, DecodeBitmap},
            { new byte[]{ 0x47, 0x49, 0x46, 0x38, 0x37, 0x61 }, DecodeGif },
            { new byte[]{ 0x47, 0x49, 0x46, 0x38, 0x39, 0x61 }, DecodeGif },
            { new byte[]{ 0x89, 0x50, 0x4E, 0x47, 0x0D, 0x0A, 0x1A, 0x0A }, DecodePng },
            { new byte[]{ 0xff, 0xd8 }, DecodeJfif },
        };

        /// <summary>
        /// Gets the dimensions of an image.
        /// </summary>
        /// <param name="path">The path of the image to get the dimensions of.</param>
        /// <returns>The dimensions of the specified image.</returns>
        /// <exception cref="ArgumentException">The image was of an unrecognized format.</exception>
        public static Size GetDimensions(string path)
        {
            using (BinaryReader binaryReader = new BinaryReader(File.OpenRead(path)))
            {
                try
                {
                    return GetDimensions(binaryReader);
                }
                catch (ArgumentException e)
                {
                    if (e.Message.StartsWith(errorMessage))
                    {
                        throw new ArgumentException(errorMessage, "path", e);
                    }
                    else
                    {
                        throw e;
                    }
                }
            }
        }

        /// <summary>
        /// Gets the dimensions of an image.
        /// </summary>
        /// <param name="path">The path of the image to get the dimensions of.</param>
        /// <returns>The dimensions of the specified image.</returns>
        /// <exception cref="ArgumentException">The image was of an unrecognized format.</exception>    
        public static Size GetDimensions(BinaryReader binaryReader)
        {
            int maxMagicBytesLength = imageFormatDecoders.Keys.OrderByDescending(x => x.Length).First().Length;

            byte[] magicBytes = new byte[maxMagicBytesLength];

            for (int i = 0; i < maxMagicBytesLength; i += 1)
            {
                magicBytes[i] = binaryReader.ReadByte();

                foreach(var kvPair in imageFormatDecoders)
                {
                    if (magicBytes.StartsWith(kvPair.Key))
                    {
                        return kvPair.Value(binaryReader);
                    }
                }
            }

            throw new ArgumentException(errorMessage, "binaryReader");
        }

        private static bool StartsWith(this byte[] thisBytes, byte[] thatBytes)
        {
            for(int i = 0; i < thatBytes.Length; i+= 1)
            {
                if (thisBytes[i] != thatBytes[i])
                {
                    return false;
                }
            }
            return true;
        }

        private static short ReadLittleEndianInt16(this BinaryReader binaryReader)
        {
            byte[] bytes = new byte[sizeof(short)];
            for (int i = 0; i < sizeof(short); i += 1)
            {
                bytes[sizeof(short) - 1 - i] = binaryReader.ReadByte();
            }
            return BitConverter.ToInt16(bytes, 0);
        }

        private static int ReadLittleEndianInt32(this BinaryReader binaryReader)
        {
            byte[] bytes = new byte[sizeof(int)];
            for (int i = 0; i < sizeof(int); i += 1)
            {
                bytes[sizeof(int) - 1 - i] = binaryReader.ReadByte();
            }
            return BitConverter.ToInt32(bytes, 0);
        }

        private static Size DecodeBitmap(BinaryReader binaryReader)
        {
            binaryReader.ReadBytes(16);
            int width = binaryReader.ReadInt32();
            int height = binaryReader.ReadInt32();
            return new Size(width, height);
        }

        private static Size DecodeGif(BinaryReader binaryReader)
        {
            int width = binaryReader.ReadInt16();
            int height = binaryReader.ReadInt16();
            return new Size(width, height);
        }

        private static Size DecodePng(BinaryReader binaryReader)
        {
            binaryReader.ReadBytes(8);
            int width = binaryReader.ReadLittleEndianInt32();
            int height = binaryReader.ReadLittleEndianInt32();
            return new Size(width, height);
        }

        private static Size DecodeJfif(BinaryReader binaryReader)
        {
            while (binaryReader.ReadByte() == 0xff)
            {
                byte marker = binaryReader.ReadByte();
                short chunkLength = binaryReader.ReadLittleEndianInt16();

                if (marker == 0xc0)
                {
                    binaryReader.ReadByte();

                    int height = binaryReader.ReadLittleEndianInt16();
                    int width = binaryReader.ReadLittleEndianInt16();
                    return new Size(width, height);
                }

                binaryReader.ReadBytes(chunkLength - 2);
            }

            throw new ArgumentException(errorMessage);
        }
    }
}

Hopefully the code is fairly obvious. To add a new file format you add it to imageFormatDecoders with the key being an array of the "magic bits" which appear at the beginning of every file of the given format and the value being a function which extracts the size from the stream. Most formats are simple enough, the only real stinker is jpeg.