{"id":"https://openalex.org/W7131890443","doi":"https://doi.org/10.48550/arxiv.2602.22809","title":"PhotoAgent: Agentic Photo Editing with Exploratory Visual Aesthetic Planning","display_name":"PhotoAgent: Agentic Photo Editing with Exploratory Visual Aesthetic Planning","publication_year":2026,"publication_date":"2026-02-26","ids":{"openalex":"https://openalex.org/W7131890443","doi":"https://doi.org/10.48550/arxiv.2602.22809"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2602.22809","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002617843","display_name":"Mingde Yao","orcid":"https://orcid.org/0000-0001-5994-6288"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Yao, Mingde","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127068021","display_name":"Zhiyuan You","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"You, Zhiyuan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127007148","display_name":"Tam-King Man","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tam, King-Man","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127167385","display_name":"Menglu Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Menglu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5100552155","display_name":"Tianfan Xue","orcid":"https://orcid.org/0000-0001-5031-6618"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xue, Tianfan","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5002617843"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.8585000038146973,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.8585000038146973,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.043800000101327896,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.019500000402331352,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/image-editing","display_name":"Image editing","score":0.6780999898910522},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5733000040054321},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5532000064849854},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5364000201225281},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4853000044822693},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.43700000643730164},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.42329999804496765},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4219000041484833}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7508000135421753},{"id":"https://openalex.org/C2776674983","wikidata":"https://www.wikidata.org/wiki/Q545981","display_name":"Image editing","level":3,"score":0.6780999898910522},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5733000040054321},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5532000064849854},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5364000201225281},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4853000044822693},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4812999963760376},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45910000801086426},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.43700000643730164},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.42329999804496765},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4219000041484833},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.41530001163482666},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.375},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.34790000319480896},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32350000739097595},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.3199000060558319},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3057999908924103},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.30469998717308044},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.30250000953674316},{"id":"https://openalex.org/C2780878386","wikidata":"https://www.wikidata.org/wiki/Q1659648","display_name":"Visual language","level":2,"score":0.29249998927116394},{"id":"https://openalex.org/C2987933465","wikidata":"https://www.wikidata.org/wiki/Q141130","display_name":"Image manipulation","level":3,"score":0.28189998865127563},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.2759999930858612},{"id":"https://openalex.org/C119657128","wikidata":"https://www.wikidata.org/wiki/Q11633","display_name":"Photography","level":2,"score":0.26829999685287476},{"id":"https://openalex.org/C2780310081","wikidata":"https://www.wikidata.org/wiki/Q1154312","display_name":"Video editing","level":2,"score":0.26089999079704285}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2602.22809","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2602.22809","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2602.22809","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2602.22809","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.4915606379508972,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"With":[0],"the":[1,20,31,40],"recent":[2],"fast":[3],"development":[4],"of":[5,22,33,116],"generative":[6],"models,":[7],"instruction-based":[8],"image":[9,45,54,64],"editing":[10,23,55,65,79,139],"has":[11],"shown":[12],"great":[13],"potential":[14],"in":[15,105],"generating":[16],"high-quality":[17],"images.":[18],"However,":[19],"quality":[21,153],"highly":[24],"depends":[25],"on":[26,39],"carefully":[27],"designed":[28],"instructions,":[29],"placing":[30],"burden":[32],"task":[34],"decomposition":[35],"and":[36,84,93,119,151],"sequencing":[37],"entirely":[38],"user.":[41],"To":[42,101],"achieve":[43],"autonomous":[44,63,137],"editing,":[46],"we":[47,108],"present":[48],"PhotoAgent,":[49],"a":[50,67,120,128],"system":[51],"that":[52,144],"advances":[53],"through":[56,88],"explicit":[57],"aesthetic":[58,75,112,122],"planning.":[59],"Specifically,":[60],"PhotoAgent":[61,145],"formulates":[62],"as":[66],"long-horizon":[68],"decision-making":[69],"problem.":[70],"It":[71],"reasons":[72],"over":[73],"user":[74,99],"intent,":[76],"plans":[77],"multi-step":[78],"actions":[80],"via":[81],"tree":[82],"search,":[83],"iteratively":[85],"refines":[86],"results":[87],"closed-loop":[89],"execution":[90],"with":[91,155],"memory":[92],"visual":[94,152],"feedback,":[95],"without":[96],"requiring":[97],"step-by-step":[98],"prompts.":[100],"support":[102],"reliable":[103],"evaluation":[104,113],"real-world":[106],"scenarios,":[107],"introduce":[109],"UGC-Edit,":[110],"an":[111],"benchmark":[114],"consisting":[115],"7,000":[117],"photos":[118,133],"learned":[121],"reward":[123],"model.":[124],"We":[125],"also":[126],"construct":[127],"test":[129],"set":[130],"containing":[131],"1,017":[132],"to":[134],"systematically":[135],"assess":[136],"photo":[138],"performance.":[140],"Extensive":[141],"experiments":[142],"demonstrate":[143],"consistently":[146],"improves":[147],"both":[148],"instruction":[149],"adherence":[150],"compared":[154],"baseline":[156],"methods.":[157],"The":[158],"project":[159],"page":[160],"is":[161],"https://mdyao.github.io/PhotoAgent/.":[162]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2026-02-28T00:00:00"}