The signatories -- the EU, United States, Japan, Philippines, Colombia and Indonesia -- pledged to support measures to address fishing overcapacity.
These include developing international fishing vessel records, limiting the number of licenses and vessel tonnage and eliminating fisheries subsidies that contribute to overcapacity and overfishing.
"We bear responsibility for the conservation of living marine resources and thus for addressing overcapacity when it undermines conservation and sustainability objectives," the statement said.
The event was organised in Thessaloniki under Greece's rotating EU presidency.
Some progress has been made.
In 2013, 25 stocks were fished sustainably in the North Sea and Atlantic, five times more than in 2009, the European Commission says.
This is expected to increase to 31 stocks in 2015.
But environmental group Greenpeace stressed that more action is needed.
"EU countries should start by scrapping the largest and most destructive industrial fishing vessels, initiating a shift towards small-scale low-impact fishing, which is more environmentally sustainable, creates jobs and supports local communities," the group said in a statement.
EU Maritime Affairs and Fisheries Commissioner Maria Damanaki conceded in an online article this week that enforcing compliance by states has been a "struggle".
"To achieve the right balance between fishing power and natural resources, all global actors need to pull together," she wrote in a Huffington Post article.
But she noted that scrapping fishing vessels piecemeal was not in itself an answer to the problem.
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