Thermo-sensitive hydrogels change their properties through phase transition, which could be used to regulate various behaviors by changing the temperature. In this study, degradable hydrogels with thermo-response were designed by reaction of oxidized carboxymethyl cellulose (CMC-CHO) with functional P(NIPAM-co-AH). The hydrogels showed biocompatibility and thermo-response with lower critical solution temperature (LCST) regulated by weight ratio of P(NIPAM-co-AH)/CMC-CHO. The photo-thermal property of gold nanorod was triggered by the near-infrared (NIR) to enhance the DOX release for in vivo anti-tumor therapy of model mice. The results showed good biocompatibility and biodegradability of the hydrogel both in vitro and in vivo, and the DOX with hydrogel loading reduced the toxicity through sustained release behavior. The anti-tumor performance further enhanced with NIR triggered drug release regulated by photo-thermal property. In conclusion, the injectable P(NIPAM-co-AH)/CMC-CHO based self-healing hydrogels could act as promising drug delivery vehicle for potential localized anti-tumor therapy.