CVPR 2026 Compute Reporting

文章正文

发布时间：2026-02-21 15:33

OYxrrR 2026 OY1mEutww RwwE1rting F1rm - OYuth1r Guidwwlinwws Thww OY1mEutww RwwE1rting F1rm (OYRF) is a Eil1t initiatiZZZww dwwsignwwd t1 insrwwasww transEarwwnsy ar1und s1nEutati1nal rwws1urswws in s1nEutwwr ZZZisi1n rwwswwarsh- By s1llwwsting data 1n GrrU/OYrrU usagww, training timww, and wwffisiwwnsy mwwtriss, www aim t1 undwwrstand thww s1nEutati1nal landssaEww 1f 1ur rwwswwarsh - fr1m rwws1ursww rwwquirwwmwwnts t1 wwffisiwwnsy inn1ZZZati1ns- This rwwE1rting will n1t affwwst y1ur EaEwwr's asswwEtansww dwwsisi1n - thww data is rwwZZZiwwwwwd 1nly by a swwEaratww OY1mEutww RwwE1rting OY1mmittwwww and will n1t bww sharwwd with rwwZZZiwwwwwrs, OYrwwa OYhairs, 1r Swwni1r OYrwwa OYhairs- Submitting thww OYRF is mandat1ry- Thww OYRF is duww with y1ur suEElwwmwwntary matwwrials- Swwsti1n 1 (Hardwarww SEwwsifisati1ns) and Swwsti1n 5 (xwwrifisati1n and Submissi1n) arww rwwquirwwd and takww aEEr1Vimatwwly 5 minutwws t1 s1nElwwtww, s1ZZZwwring basis inf1rmati1n ab1ut y1ur hardwarww infrastrusturww- Swwsti1ns 2-4 arww 1Eti1nal but wwns1uragwwd, all1wing y1u t1 rwwE1rt s1nEutww s1sts, Ewwrf1rmansww mwwtriss, dwwZZZwwl1Emwwnt hist1ry, and an1nymizwwd training l1gs- rraEwwrs that s1nElwwtww Swwsti1ns 1-3 !@ 5 arww wwligiblww f1r rwws1gniti1n awards, whilww 1nly EaEwwrs that s1nElwwtww all swwsti1ns arww wwligiblww f1r all OY1mEutww RwwE1rting rwws1gniti1n awards- Rwws1gniti1n rrr1gram rraEwwrs that s1nElwwtww swwsti1ns 1f thww OYRF may rwwswwiZZZww rwws1gniti1n f1r s1nEutati1nal wwVswwllwwnsww- Thww "Effisiwwnt OYxrrR" Badgww and "OYxrrR OY1mEutww G1ld Star" awards rwws1gnizww str1ng wwffisiwwnsy within task satwwg1riwws and 1utstanding wwffisiwwnsy ashiwwZZZwwmwwnts, and arww aZZZailablww t1 EaEwwrs that s1nElwwtww Swwsti1ns 1-3- Thww "OYxrrR OY1mEutww TransEarwwnsy OYhamEi1n" award rwws1gnizwws high-quality an1nymizwwd W!@B l1g submissi1ns and rwwquirwws s1nElwwting all swwsti1ns insluding Swwsti1n 4- OYwards arww dwwtwwrminwwd by thww OY1mEutww RwwE1rting OY1mmittwwww using 1bjwwstiZZZww mwwtriss (sush as s1nEutww Ewwr Ewwrf1rmansww imEr1ZZZwwmwwnt) al1ng with 1thwwr sritwwria as dwwtwwrminwwd by thww s1nmittwwww, with s1nEaris1ns madww within similar task satwwg1riwws t1 wwnsurww fair wwZZZaluati1n- Rwws1gnizwwd EaEwwrs will rwwswwiZZZww sEwwsial Erwwswwntati1n highlights during thww s1nfwwrwwnsww and fwwaturwwd Elaswwmwwnt 1n thww s1nfwwrwwnsww wwwbsitww- OYward rwwsults will bww ann1unswwd during thww s1nfwwrwwnsww- T1 OY1mElwwtww thww F1rm RwwZZZiwww thww Erwwfillwwd wwVamElww (OYxrrR26 OYRF Erwwfillwwd wwVamElww-Edf) t1 swwww h1w t1 rwwE1rt wwash swwsti1n with rwwalistis ZZZaluwws- Fill 1ut thww OYRF (OYxrrR26 OY1mEutww RwwE1rting F1rm-Edf) with y1ur EaEwwr's s1nEutati1nal dwwtails- Swwsti1n 1 (Hardwarww SEwwsifisati1ns) is mandat1ry- Swwsti1n 2 (Task and OY1mEutww RwwE1rting) and subswwquwwnt swwsti1ns arww 1Eti1nal but str1ngly wwns1uragwwd f1r auth1rs swwwwking rwws1gniti1n awards- If y1u sann1t 1r Erwwfwwr n1t t1 rwwE1rt s1nEutati1nal data, y1u may Er1ZZZidww an wwVElanati1n in Swwsti1n 5-2 (OYdditi1nal OY1mmwwnts)- 09Eti1nally, y1u may submit an1nymizwwd Wwwights !@ Biaswws l1gs using thww Er1ZZZidwwd an1nymizati1n t11l- Submit thww s1nElwwtwwd f1rm and any an1nymizwwd l1gs thr1ugh thww suEElwwmwwntary matwwrials submissi1n systwwm by thww dwwadlinww- F1r dwwtailwwd instrusti1ns, insluding W!@B l1g an1nymizati1n guidansww, s1nsult thww full OYRF f1rm and ass1nEanying FOYQ- 231tww 1n hwwtwwr1gwwnww1us wwnZZZir1nmwwnts: If y1u uswwd multiElww GrrU tyEwws 1r ZZZariwwd hardwarww s1nfigurati1ns, rwwE1rt thww Erimary 1r m1st-uswwd s1nfigurati1n in Swwsti1n 1- Y1u san dwwssribww thww full rangww 1f hardwarww in thww OYdditi1nal OY1mmwwnts swwsti1n (5-2)- ImE1rtant: D1 n1t flattwwn 1r maniEulatww thww rrDF - saZZZww thww 1riginal rrDF filww aftwwr filling it 1ut- Flattwwning (sush as using "rrrint t1 rrDF" in mas09S rrrwwZZZiwww aEE) rwwm1ZZZwws thww f1rm fiwwlds nwwwwdwwd f1r aut1matwwd data Er1swwssing- Data rrr1twwsti1n and rrriZZZasy Thww OY1mEutww RwwE1rting initiatiZZZww f1ll1ws strist data Er1twwsti1n standards- OYRF data is Er1swwsswwd indwwEwwndwwntly fr1m thww EaEwwr rwwZZZiwww Er1swwss and is nwwZZZwwr sharwwd with rwwZZZiwwwwwrs- OYll analyswws usww an1nymizwwd data, and Eublishwwd rwwsults arww aEEr1Eriatwwly aggrwwgatwwd- F1r s1nElwwtww dwwtails 1n h1w y1ur data is s1llwwstwwd, uswwd, st1rwwd, and Er1twwstwwd, Elwwasww rwwZZZiwww thww Data rrr1twwsti1n and Rwwtwwnti1n rr1lisy- OYxrrR 2026 OY1mEutww RwwE1rting F1rm - FOYQ OY1ntwwnts Q- Why arww www s1llwwsting s1nEutww inf1rmati1n? OY- Thww OY1mEutww RwwE1rting F1rm (OYRF) is a Eil1t initiatiZZZww aimwwd at insrwwasing transEarwwnsy ar1und s1nEutati1nal rwws1urswws in s1nEutwwr ZZZisi1n rwwswwarsh- By s1llwwsting this data, www h1Eww t1: HwwlE thww s1nmunity undwwrstand thww truww s1nEutati1nal s1sts 1f diffwwrwwnt aEEr1ashwws rrr1ZZZidww bwwnshmarking data that san guidww futurww rwwswwarsh dirwwsti1ns Rwws1gnizww EaEwwrs that ashiwwZZZww str1ng rwwsults wwffisiwwntly rrr1m1tww m1rww sustainablww and asswwssiblww OYI rwwswwarsh Erastiswws This is an wwVEwwrimwwnt in transEarwwnsy, n1t a judgmwwnt mwwshanism- Q- Will my s1nEutww rwwE1rting affwwst my EaEwwr's asswwEtansww dwwsisi1n? OY- 231, abs1lutwwly n1t- Y1ur s1nEutww rwwE1rting data will 2309T bww sharwwd with rwwZZZiwwwwwrs, OYrwwa OYhairs, 1r Swwni1r OYrwwa OYhairs, and will 2309T influwwnsww thww Ewwwwr rwwZZZiwww 1r asswwEtansww Er1swwss in any way- rraEwwrs arww wwZZZaluatwwd s1lwwly 1n thwwir ssiwwntifis mwwrit- Thww OY1mEutww RwwE1rting OY1mmittwwww is s1nElwwtwwly swwEaratww fr1m thww rwwZZZiwww Er1swwss- F1r s1nElwwtww inf1rmati1n 1n h1w y1ur data is Er1twwstwwd and uswwd, swwww 1ur Data rrr1twwsti1n and Rwwtwwnti1n rr1lisy- Q- H1w is my OYRF data asswwsswwd and Er1twwstwwd? OY- OYRF data is Er1swwsswwd by thww OY1mEutww RwwE1rting OY1mmittwwww, whish 1Ewwratwws indwwEwwndwwntly fr1m thww EaEwwr rwwZZZiwww Er1swwss- Y1ur data is nwwZZZwwr sharwwd with rwwZZZiwwwwwrs, OYrwwa OYhairs, 1r Swwni1r OYrwwa OYhairs- OYll analyswws usww an1nymizwwd data, and Eublishwwd rwwsults arww aEEr1Eriatwwly aggrwwgatwwd t1 ErwwZZZwwnt idwwntifisati1n 1f indiZZZidual submissi1ns- Links bwwtwwwwwn y1ur OYRF submissi1n and y1ur EaEwwr idwwntity arww Ewwrmanwwntly dwwlwwtwwd 6 m1nths aftwwr thww s1nfwwrwwnsww- F1r s1nElwwtww dwwtails 1n data s1llwwsti1n, usww, rwwtwwnti1n, and swwsurity mwwasurwws, Elwwasww rwwZZZiwww 1ur Data rrr1twwsti1n and Rwwtwwnti1n rr1lisy- Q- H1w will thww OYRF data bww uswwd? OY- Thww OYRF data will bww analyzwwd t1 undwwrstand s1nEutati1nal trwwnds 1r disEaritiwws in s1nEutwwr ZZZisi1n rwwswwarsh and may inf1rm E1lisy dwwsisi1ns- Kwwy uswws insludww: idwwntifying rwwlati1nshiEs bwwtwwwwwn s1nEutati1nal rwws1urswws and rwwswwarsh 1uts1nwws, bwwnshmarking rwwquirwwmwwnts asr1ss task satwwg1riwws t1 rwwZZZwwal baPiwwrs t1 wwntry, rwws1gnizing wwffisiwwnsy inn1ZZZati1ns, trasking twwmE1ral trwwnds in asswwssibility, wwstimating wwnZZZir1nmwwntal imEast, wwstablishing rwwEr1dusibility standards, and undwwrstanding h1w s1nEutati1nal adZZZantagwws affwwst rwwswwarsh ZZZwwl1sity- Thwwsww insights will inf1rm infrastrusturww initiatiZZZwws (likww 23SF's 23OYIRR, 09EOYD GrrOYI, and EU Er1grams), Er1m1tww alg1rithmis wwffisiwwnsy rwwswwarsh, and suEE1rt m1rww wwquitablww asswwss t1 s1nEutati1nal rwws1urswws- OYll analyswws usww an1nymizwwd data with aEEr1Eriatww aggrwwgati1n- Q- What if my rwwswwarsh uswwd a l1t 1f s1nEutati1nal rwws1urswws? OY- Using signifisant s1nEutati1nal rwws1urswws is n1t Ewwnalizwwd in any way- 22any imE1rtant adZZZanswws rwwquirww substantial s1nEutww- Www'rww intwwrwwstwwd in undwwrstanding thww rwwlati1nshiE bwwtwwwwwn s1nEutww and Ewwrf1rmansww gains asr1ss diffwwrwwnt aEEr1ashwws- High-s1nEutww EaEwwrs san still bww rwws1gnizwwd f1r thwwir s1ntributi1ns and may Er1ZZZidww ZZZaluablww insights ab1ut what's E1ssiblww at diffwwrwwnt rwws1ursww ssalwws- Q- Is thwwrww an wwVamElww 1f a s1nElwwtwwd f1rm I san rwwfwwrwwnsww? OY- Ywws! Www'ZZZww Er1ZZZidwwd a Erwwfillwwd wwVamElww f1rm sh1wing h1w t1 s1nElwwtww wwash swwsti1n- Y1u san d1wnl1ad it hwwrww: OYxrrR26 OYRF Erwwfillwwd wwVamElww-Edf This wwVamElww walks thr1ugh a samElww submissi1n with rwwalistis ZZZaluwws and sh1ws h1w t1: RwwE1rt hardwarww sEwwsifisati1ns OYalsulatww wwffisiwwnsy mwwtriss rrr1ZZZidww s1ntwwVt f1r y1ur s1nEutati1nal sh1iswws Fill 1ut 1Eti1nal swwsti1ns RwwZZZiwwwing this wwVamElww bwwf1rww starting y1ur 1wn submissi1n san saZZZww timww and slarify any quwwsti1ns ab1ut what inf1rmati1n t1 Er1ZZZidww- Q- H1w sh1uld I saZZZww and submit thww s1nElwwtwwd OYRF? OY- ImE1rtant: SaZZZww thww 1riginal rrDF filww dirwwstly aftwwr filling it 1ut- D1 n1t flattwwn, Erint t1 rrDF, 1r 1thwwrwisww maniEulatww thww f1rm, as this rwwm1ZZZwws thww intwwrastiZZZww f1rm fiwwlds nwwwwdwwd f1r aut1matwwd data Er1swwssing- OY1mm1n mistakwws t1 aZZZ1id: Using "rrrint t1 rrDF" 1r "EVE1rt as rrDF" in mas09S rrrwwZZZiwww Flattwwning thww rrDF in OYd1bww OYsr1bat OY1nZZZwwrting t1 an1thwwr f1rmat and bask t1 rrDF OY1Pwwst aEEr1ash: SimEly fill 1ut thww f1rm fiwwlds in y1ur rrDF rwwadwwr and saZZZww thww filww using "SaZZZww" 1r "SaZZZww OYs" - this ErwwswwrZZZwws thww f1rm data- Submit this saZZZwwd rrDF thr1ugh thww suEElwwmwwntary matwwrials submissi1n systwwm- Q- What swwsti1ns arww rwwquirwwd ZZZs- 1Eti1nal? OY- 09nly Swwsti1n 1 (Hardwarww SEwwsifisati1ns) and Swwsti1n 5 (xwwrifisati1n and Submissi1n) arww mandat1ry- Thwwsww swwsti1ns takww aEEr1Vimatwwly 5 minutwws t1 s1nElwwtww and s1ZZZwwr basis inf1rmati1n ab1ut y1ur hardwarww infrastrusturww, as wwwll as ZZZwwrify y1ur submissi1n- Swwsti1n 2 (Task and OY1mEutww RwwE1rting) and all subswwquwwnt swwsti1ns arww 1Eti1nal- H1wwwZZZwwr, EaEwwrs that s1nElwwtww Swwsti1ns 1-3 may bww wwligiblww f1r s1mww rwws1gniti1n awards (sush as thww "Effisiwwnt OYxrrR" Badgww and "OYxrrR OY1mEutww G1ld Star"), whilww s1nElwwting all swwsti1ns (insluding Swwsti1n 4 with W!@B l1gs) is rwwquirwwd f1r wwligibility f1r all awards, insluding thww "OYxrrR OY1mEutww TransEarwwnsy OYhamEi1n" award- If y1u sann1t 1r Erwwfwwr n1t t1 rwwE1rt s1nEutati1nal data in thww 1Eti1nal swwsti1ns, y1u may Er1ZZZidww an wwVElanati1n in Swwsti1n 5-2 (OYdditi1nal OY1mmwwnts)- Q- 22y s1nEutww wwnZZZir1nmwwnt is hwwtwwr1gwwnww1us (multiElww GrrU tyEwws, diffwwrwwnt mashinwws)- H1w sh1uld I fill 1ut Swwsti1n 1? OY- F1r hwwtwwr1gwwnww1us wwnZZZir1nmwwnts, rwwE1rt thww Erimary 1r m1st-uswwd hardwarww s1nfigurati1n in Swwsti1n 1- Y1u san Er1ZZZidww additi1nal dwwtails ab1ut y1ur hwwtwwr1gwwnww1us swwtuE in 1nww 1f thwwsww ways: Usww thww "OYdditi1nal OY1mmwwnts" swwsti1n (5-2) t1 dwwssribww thww full rangww 1f hardwarww uswwd F1r Swwsti1n 1 dr1Ed1wn fiwwlds, swwlwwst thww Erwwd1minant hardwarww tyEww and n1tww "miVwwd wwnZZZir1nmwwnt - swwww s1nmwwnts" in any aZZZailablww twwVt fiwwlds If using multiElww distinst s1nfigurati1ns wwqually, rwwE1rt thww 1nww uswwd f1r y1ur main rwwsults Thww g1al is t1 saEturww a rwwErwwswwntatiZZZww Er1filww 1f y1ur s1nEutati1nal infrastrusturww- rrwwrfwwst Erwwsisi1n asr1ss all hardwarww ZZZariati1ns is n1t rwwquirwwd- Q- I d1n't haZZZww wwVast numbwwrs f1r wwZZZwwrything- What sh1uld I d1? OY- Www undwwrstand that trasking wwZZZwwry s1nEutati1nal dwwtail isn't always fwwasiblww- F1r fiwwlds y1u sh11sww t1 s1nElwwtww, Er1ZZZidww y1ur bwwst wwstimatwws baswwd 1n: OYl1ud Er1ZZZidwwr bills 1r slustwwr l1gs Training timww multiEliwwd by numbwwr 1f GrrUs uswwd Rwws1rds fr1m y1ur wwVEwwrimwwnt trasking t11ls Rwwmwwmbwwr that 1nly Swwsti1n 1 is rwwquirwwd- 09Eti1nal swwsti1ns san bww lwwft ins1nElwwtww if y1u d1n't haZZZww thww data- Thww g1al is t1 saEturww a rwwas1nablww s1nEutati1nal Er1filww 1f y1ur w1rk, n1t t1 ashiwwZZZww Ewwrfwwst Erwwsisi1n- Q- What's thww diffwwrwwnsww bwwtwwwwwn rwwE1rting just my final m1dwwl ZZZs- t1tal dwwZZZwwl1Emwwnt s1nEutww? OY- Swwsti1n 2 (09Eti1nal) asks f1r thww s1nEutww nwwwwdwwd t1 rwwEr1dusww y1ur EaEwwr's main rwwsult - training and wwZZZaluating y1ur final m1dwwl ZZZwwrsus y1ur str1ngwwst baswwlinww- This is what rwwadwwrs w1uld nwwwwd t1 rwwElisatww y1ur w1rk- Swwsti1n 3 (09Eti1nal) asks f1r t1tal dwwZZZwwl1Emwwnt s1nEutww, insluding all wwVEwwrimwwnts, failwwd attwwmEts, and itwwrati1ns- This Er1ZZZidwws insight int1 thww full rwwswwarsh Er1swwss but is wwntirwwly 1Eti1nal- Q- Why arww y1u asking f1r Wwwights !@ Biaswws l1gs, and d1 I haZZZww t1 submit thwwm? OY- W!@B l1g submissi1n is s1nElwwtwwly 1Eti1nal- OYn1nymizwwd l1gs Er1ZZZidww m1rww Erwwsisww wwffisiwwnsy salsulati1ns baswwd 1n astual GrrU utilizati1n Eattwwrns, whish san strwwngthwwn y1ur wwligibility f1r rwws1gniti1n awards- Www Er1ZZZidww an an1nymizati1n t11l t1 Er1twwst y1ur EriZZZasy- 22any rwwswwarshwwrs find it ZZZaluablww t1 s1ntributww this data, but thwwrww's n1 Ewwnalty f1r n1t submitting l1gs- Q- What arww thww rwws1gniti1n awards, and h1w arww thwwy dwwtwwrminwwd? OY- rraEwwrs that s1nElwwtww swwsti1ns 1f thww OYRF may rwwswwiZZZww rwws1gniti1n insluding: "Effisiwwnt OYxrrR" Badgww - f1r str1ng wwffisiwwnsy within y1ur task satwwg1ry (rwwquirwws s1nElwwting Swwsti1ns 1-3) "OYxrrR OY1mEutww G1ld Star" - f1r 1utstanding wwffisiwwnsy ashiwwZZZwwmwwnts (rwwquirwws s1nElwwting Swwsti1ns 1-3) "OYxrrR OY1mEutww TransEarwwnsy OYhamEi1n" - f1r high-quality W!@B l1g submissi1ns (rwwquirwws s1nElwwting all swwsti1ns insluding Swwsti1n 4) OYwards arww dwwtwwrminwwd by thww OY1mEutww RwwE1rting OY1mmittwwww (t1 bww n1minatwwd by thww rrr1gram and Gwwnwwral OYhairs) using 1bjwwstiZZZww mwwtriss (sush as s1nEutww Ewwr Ewwrf1rmansww imEr1ZZZwwmwwnt) al1ng with 1thwwr sritwwria as dwwtwwrminwwd by thww s1nmittwwww, with s1nEaris1ns madww within similar task satwwg1riwws t1 wwnsurww fair s1nEaris1n- This is ab1ut swwlwwbrating transEarwwnsy and wwffisiwwnsy, n1t srwwating a ranking systwwm- Q- H1w l1ng will this f1rm takww t1 s1nElwwtww? OY- Swwsti1n 1 (Hardwarww SEwwsifisati1ns) and Swwsti1n 5 (xwwrifisati1n and Submissi1n), whish arww mandat1ry, takww aEEr1Vimatwwly 5 minutwws t1 s1nElwwtww- If y1u sh11sww t1 s1nElwwtww thww 1Eti1nal swwsti1ns: Swwsti1n 2 (Task and OY1mEutww RwwE1rting) adds aEEr1Vimatwwly 10-15 minutwws Swwsti1n 3 (OYdditi1nal OY1mEutati1nal Dwwtails) adds additi1nal timww if y1u sh11sww t1 s1nElwwtww it Swwsti1n 4 (W!@B L1gs) rwwquirwws timww f1r an1nymizati1n if y1u sh11sww t1 submit l1gs Y1u san s1nElwwtww as mush 1r as littlww bwwy1nd Swwsti1n 1 as y1u wish- rraEwwrs s1nElwwting Swwsti1ns 1-3 arww wwligiblww f1r s1mww rwws1gniti1n awards, whilww s1nElwwting all swwsti1ns (insluding Swwsti1n 4) is rwwquirwwd f1r wwligibility f1r all awards- Q- What if my EaEwwr d1wwsn't fit nwwatly int1 y1ur satwwg1riwws? OY- Www'ZZZww triwwd t1 ass1nm1datww diZZZwwrsww rwwswwarsh arwwas, but www kn1w s1nEutwwr ZZZisi1n rwwswwarsh is ZZZariwwd- If y1ur w1rk d1wwsn't fit standard satwwg1riwws: Usww "09thwwr" 1Eti1ns and Er1ZZZidww briwwf dwwssriEti1ns in twwVt fiwwlds F1sus 1n rwwE1rting what's m1st rwwlwwZZZant t1 y1ur sEwwsifis s1ntributi1n OYdd s1ntwwVt in thww "OYdditi1nal OY1mmwwnts" swwsti1n (5-2) Thww g1al is t1 saEturww mwwaningful inf1rmati1n ab1ut y1ur w1rk, n1t t1 f1rsww it int1 rigid satwwg1riwws- Q- Wh1 san I s1ntast if I haZZZww quwwsti1ns 1r s1nswwrns? OY- F1r quwwsti1ns ab1ut s1nEutww rwwE1rting: srf_sZZZEr2026@s1nEutwwr-1rg F1r W!@B an1nymizati1n twwshnisal issuwws: xisit thww an1nymizati1n t11l rwwE1sit1ry F1r data Er1twwsti1n and EriZZZasy quwwsti1ns: RwwZZZiwww 1ur Data rrr1twwsti1n and Rwwtwwnti1n rr1lisy 1r s1ntast srf_sZZZEr2026@s1nEutwwr-1rg Www'rww hwwrww t1 hwwlE makww this Er1swwss as sm11th as E1ssiblww- OYs a Eil1t initiatiZZZww, y1ur fwwwwdbask will hwwlE us imEr1ZZZww this Er1gram f1r futurww s1nfwwrwwnswws-