2 research outputs found
Efficient Generalized Spherical CNNs
- Publication venue
- ICLR 2021 - 9th International Conference on Learning Representations
- Publication date
- 04/04/2021
- Field of study
Many problems across computer vision and the natural sciences require the analysis of spherical data, for which representations may be learned efficiently by encoding equivariance to rotational symmetries. We present a generalized spherical CNN framework that encompasses various existing approaches and allows them to be leveraged alongside each other. The only existing non-linear spherical CNN layer that is strictly equivariant has complexity OpC2L5q, where C is a measure of representational capacity and L the spherical harmonic bandlimit. Such a high computational cost often prohibits the use of strictly equivariant spherical CNNs. We develop two new strictly equivariant layers with reduced complexity OpCL4q and OpCL3 log Lq, making larger, more expressive models computationally feasible. Moreover, we adopt efficient sampling theory to achieve further computational savings. We show that these developments allow the construction of more expressive hybrid models that achieve state-of-the-art accuracy and parameter efficiency on spherical benchmark problems
Bibliography: longevity, ageing and parental age effects in Drosophila (1907–86)
- Author
- A Balazs
- A Bucheton
- A Bucheton
- A Bucheton
- A Bucheton
- A Bucheton
- A Butz
- A Butz
- A Comfort
- A Comfort
- A Comfort
- A Damon
- A Durrant
- A Elens
- A Elens
- A Elens
- A Fleuriet
- A Fukatami
- A Grossman
- A Kamping
- A Labitte
- A Manning
- A Manning
- A Manning
- A Mohsin
- A Mohsin
- A Pruzan
- A Pruzan
- A Pruzan
- A Pruzan
- A Pruzan
- A Pruzan
- A Richardson
- A Richardson
- A Robertson
- A Schneider-Minder
- A Solima-Simmons
- A Takahashi
- A Takahashi
- AA Hoffmann
- AA Hoffmann
- AB Gould
- AB Gould
- AB Gould
- AB Robinson
- AC Economos
- AC Economos
- AC Economos
- AC Economos
- AC Economos
- AC Economos
- AC Economos
- AC Economos
- AC Economos
- AC Economos
- AC Economos
- AC Economos
- AC Economos
- AC Matheson
- AC Matheson
- AC Vann
- AD Bergner
- AF Yanders
- AF Yanders
- AF Yanders
- AF Yanders
- AH Kopelman
- AI Potapenko
- AI Potapenko
- AI Zotin
- AI Zuitin
- AJ Mill
- AJ Nappi
- AJ Nappi
- AM Clark
- AM Clark
- AM Clark
- AM Hannah
- AM Hannah
- AM Hasan
- AM Mourad
- AM Mourad
- AN Bozcuk
- AN Bozcuk
- AN Bozcuk
- AN Bozcuk
- AN Bozcuk
- AN Bozcuk
- AO Martinez
- AO Martinez
- AO Martinez
- AO Tantawy
- AO Tantawy
- AO Tantawy
- AO Tantawy
- AO Tantawy
- AO Tantawy
- AO Tantawy
- AP Jha
- AP Jha
- AP Mahowald
- AP Mange
- AP Scherbakov
- AP Scherbakov
- AP Scherbakov
- AP Scherbakov
- AP Scherbakov
- AP Scherbakov
- AP Scherbakov
- AS Robinson
- AS Weltman
- AT Beckenbach
- AV Nekrasova
- AV Nekrasova
- B Borowsky
- B Burnet
- B Butler
- B Charlesworth
- B Charlesworth
- B Charlesworth
- B Charlesworth
- B Clarke
- B Ganetzky
- B Glass
- B Glass
- B Minke
- B Rossbach
- B Sampsell
- B Sekla
- B Sekla
- B Shorrocks
- B Wallace
- B Wallace
- B Wallace
- BB Harris
- BJ Harrison
- BJ Henderson
- BL Strehler
- BL Strehler
- BL Strehler
- BL Strehler
- BM Gonzalez
- BP Sonnenblick
- BP Sonnenblick
- BP Sonnenblick
- BP Sonnenblick
- BR Bartlet
- BW Geer
- C Antony
- C Biémont
- C Biémont
- C Biémont
- C Biémont
- C Clark
- C Ishiwa
- C Oshima
- C Oshima
- C Oshima
- C Packard
- C Ramel
- C Ramel
- C Stern
- C Tokunaga
- C Tokunaga
- C Tokunaga
- C Tokunaga
- C Trapp
- C Vigue
- C Vigue
- CA Andrews
- CA Gopalakrishnan
- CA Offerman
- CA Woodhams
- CB Bridges
- CB Bridges
- CB Bridges
- CB Dolkas
- CDA Poison
- CE Ehret
- CE Long
- CE Purdom
- CE Taylor
- CE Taylor
- CF Rodell
- CH Barrows
- CI Zuchowski-Berg
- CJ Dillard
- CJ Mode
- CJI Driver
- CJI Driver
- CL Vigue
- CM Williams
- CP Wright
- CP Wright
- CR Beckman
- CR Beckman
- CR Beckman
- CS Minot
- CS Pittendrigh
- CT Raka
- D Anxolabehere
- D Anxolabehere
- D Armstrong
- D Brncic
- D Greiff
- D Harman
- D Lachaise
- D Leffelaar
- D Leffelaar
- D Marinkovic
- D Marinkovic
- D Marinkovic
- D Marinkovic
- D Moriwaki
- D O’Brien
- D Scott
- DA Gailey
- DA Gailey
- DA Hay
- DA Roff
- DAR Sinclair
- DB Roberts
- DB Watson
- DC Vacek
- DE Philpott
- DG Davis
- DJ Merrell
- DL Hartl
- DL Hayman
- DL Rockford
- DL Ruddle
- DL Shellenberger
- DM Hughes
- DM O’Brian
- DM O’Brian
- DM O’Brian
- DM O’Brian
- DM O’Brian
- DM Shifrin
- DR Falk
- DS Bileva
- DS Bileva
- DT Kuhn
- DW Pyle
- E Armstrong
- E Armstrong
- E Bijlsma-Meeles
- E Boorman
- E Borek
- E Bourg Le
- E Bourg Le
- E Bourg Le
- E Bourg Le
- E Bourg Le
- E Bourg Le
- E Bourg Le
- E Bösiger
- E Bösiger
- E Bösiger
- E Guyénot
- E Hadorn
- E Havin
- E Nakashima-Tanaka
- E Nakashima-Tanaka
- E Novitski
- E Offerman
- E O’Hara
- E Parazzi
- E Ramirez
- E Schenfeld
- E Short
- E. J. Durbin
- EB Basden
- EB Spiess
- EB Spiess
- EB Spiess
- EB Spiess
- EB Spiess
- EB Spiess
- ED Goldsmith
- ED Wieben
- EJ Durbin
- EJ Durbin
- EJ Masoro
- EJ Romanelli
- EL Schneider
- EM Belokon
- EM Podgorski
- EM Schnebel
- ER Felix
- ER Felix
- ER Felix
- ER Felix
- ER Felix
- ER Felix
- ER Varentsova
- EV Poluektova
- EV Poluektova
- F Anton-Erxleben
- F Dingley
- F Dingley
- F Garcin
- F Giorgi
- F Mello-Sene de
- F Melo Sene De
- F Shadravan
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FA Lints
- FC Erk
- FC Erk
- FE D’Amelio
- FE Lutz
- FE WĂĽrgler
- FH Sobels
- FJ Ayala
- FJ Ayala
- FJ Ayala
- FM Butterworth
- FM Butterworth
- FM Scudd
- FR Dijken van
- FR Jackson
- FRS Nelson
- FRS Nelson
- G Alvarez
- G Bartosz
- G Bonnier
- G Dorado
- G Gottschewski
- G Laugé
- G Lefevre
- G Lefevre
- G Mokrynski
- G NĂĽsslein-Volhard
- G Olivieri
- G Picard
- G Pontecorvo
- G Reuter
- G Rouser
- G Sheldon
- G Stephanou
- G Stephanou
- G Trippa
- GA Sacher
- GA Sacher
- GA Sacher
- GA Sacher
- GA Sacher
- GB Cannon
- GC Webster
- GC Webster
- GC Webster
- GC Webster
- GC Webster
- GC Webster
- GC Webster
- GC Webster
- GC Webster
- GC Webster
- GC Webster
- GC Webster
- GE Burch
- GE Burch
- GG Vinberg
- GG Vinberg
- GG Vinberg
- GK Nambiar
- GL Fowler
- GM Techanau
- GP Kloek
- GP Kloek
- GP Kloek
- GP Kloek
- GR Dunn
- GS Miglani
- GT Baker
- GT Baker
- GT Baker
- GT Baker
- GT Baker
- GT Baker
- GT Baker
- GT Baker
- GT Baker
- GT Baker
- GT Baker
- H Atlan
- H Atlan
- H Atlan
- H Atlan
- H Barclay
- H Beck
- H Brown
- H Döring
- H Fritz-Niggli
- H Fritz-Niggli
- H Ikeda
- H Kalmus
- H Kalmus
- H Knutson
- H Knutson
- H Kummer
- H Merçot
- H Nachtsheim
- H Nickla
- H Nickla
- H Nöthel
- H Nöthel
- H Nöthel
- H Nöthel
- H Nöthel
- H Nöthel
- H Planel
- H Redfield
- H Redfield
- H Ruth
- H Ryo
- H Traut
- H Unlii
- H Unlii
- H Ursprung
- H Ursprung
- H Ursprung
- HA Blair
- HA Hosbach
- HA Hosbach
- HA Hosbach
- HA Hosbach
- HC Chaing
- HC Chiang
- HC Mason
- HC Tsien
- HD Quednau
- HF Hoenigsberg
- HF Hoenigsberg
- HF Yu
- HFI Traut
- HH Plough
- HJ Muller
- HJ Muller
- HJ MĂĽller
- HJ MĂĽller
- HK Hummel
- HK Mitchell
- HL Byers
- HM Biscardi
- HM Robertson
- HM Robertson
- HM Steinfeld
- HP Hahn von
- HP Hahn von
- HP Hahn von
- HP Hermanson
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HR Massie
- HS Ducoff
- HS Ducoff
- HS Ducoff
- HT Spieth
- HT Spieth
- HT Spieth
- HV Samis
- HV Samis
- HV Samis
- HV Samis
- HV Samis
- HV Samis
- HW Kircher
- I Barjaktari
- I Krumbiegel
- I Kvelland
- I McMillan
- I McMillan
- I Oster
- I Oster
- I Oster
- I Oster
- I Oster
- I Tobari
- I Tobari
- I Tobari
- I Yonemura
- IA Eckstrand
- IA Eckstrand
- IA Eckstrand
- IA Eckstrand
- IA Eckstrand
- IA Uchida
- IB Darocha
- IB Darocha
- IB Darocha
- IH Herskowitz
- IH Herskowitz
- IH Herskowitz
- IH Herskowitz
- IH Herskowitz
- IH Herskowitz
- IH Herskowitz
- IH Heskowitz
- IS Amosova
- IY Raushenbakh
- J Bennett
- J Botwinick
- J Boulétreau
- J Boulétreau-Merle
- J Boulétreau-Merle
- J Boulétreau-Merle
- J Brazner
- J Brownlee
- J David
- J David
- J David
- J David
- J David
- J David
- J David
- J David
- J David
- J David
- J David
- J David
- J David
- J David
- J David
- J Delcour
- J Delcour
- J Delcour
- J Delcour
- J Herrewege van
- J Herrewege van
- J Herrewege van
- J Herrewege van
- J Herrewege van
- J Herrewege van
- J Herrewege van
- J Herrewege van
- J Herrewege van
- J Hines
- J Jaenike
- J Kinross
- J Loeb
- J Loeb
- J Loeb
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Maynard Smith
- J Merle
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Miquel
- J Nishiura
- J Parker
- J Ponten
- J Seuge
- J Skrivanova
- J Tonzetich
- J Valentin
- J Valentin
- J Valentin
- J-M Jallon
- J-M Jallon
- J-M Jallon
- J-M Jallon
- J. K. Lim
- JA Beardmore
- JA Beardmore
- JA Beardmore
- JA Chesky
- JA Endler
- JA Gavin
- JA McKenzie
- JA McKenzie
- JA McKenzie
- JA McKenzie
- JA McKenzie
- JA McKenzie
- JA Sheldahl
- JB Gibson
- JB Jenkins
- JC Fogleman
- JC Hall
- JC Hall
- JC Hall
- JC Pelliccia
- JC Underhill
- JD Putney
- JE Fleming
- JE Fleming
- JE Fleming
- JE Fleming
- JE Fleming
- JE Fleming
- JE Fleming
- JE Fleming
- JE Mueller
- JF Crow
- JF Crow
- JF Kidwell
- JF McDonald
- JF Scheiring
- JG Oakeshott
- JG Oakeshott
- JG Oakeshott
- JG Stoffolano
- JH Northrop
- JH Northrop
- JH Northrop
- JH Northrop
- JH Poole
- JI Collet
- JJ Moth
- JJ Moth
- JJ Thomas
- JK Lim
- JL Hoffman
- JL Moore
- JL Moore
- JL Moore
- JM Belote
- JM Clarke
- JM Clarke
- JM Clarke
- JM Clarke
- JM Olenov
- JM Perron
- JM Rendel
- JM Rendel
- JM Ringo
- JM Ringo
- JM Ringo
- JM Ringo
- JM Ringo
- JM Ringo
- JM Ringo
- JM Serradilla
- JM Smith
- JM Wattiaux
- JM Wattiaux
- JM Wattiaux
- JM Wattiaux
- JM Wattiaux
- JM Wattiaux
- JM Wattiaux
- JM Westerman
- JM Westerman
- JM Westerman
- JN Thompson
- JP Baumberger
- JP Baumberger
- JP Chinnici
- JP Panno
- JP Panno
- JP Panno
- JR David
- JR David
- JR David
- JR David
- JR David
- JR David
- JR David
- JR David
- JR David
- JR Flanagan
- JR Powell
- JR Smith
- JS Johnston
- JSF Barker
- JSF Barker
- JT Giesel
- JT Giesel
- JT Giesel
- JT Giesel
- JT Giesel
- JT Giesel
- JT Patterson
- JV Burcombe
- JV Burcombe
- JV Burcombe
- JV Webb
- JW Curtsinger
- JW Gowen
- JW Gowen
- JW Gowen
- JW Gowen
- JW Gowen
- JW Mavor
- JWM Kerver
- JWM Kerver
- K Bowler
- K Bowler
- K Connolly
- K Daly
- K Fitzpatrick
- K Fitzpatrick
- K Gunst
- K Kaur
- K Kosuda
- K Kosuda
- K Nakazima
- K Timner
- K Timner
- K-G Collatz
- KB Jacobson
- KB Jacobson
- KB Jacobson
- KB Sokolova
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KC Sondhi
- KF Dyer
- KG Luning
- KK Muradian
- KL Golzberg
- KL Golzberg
- KL Golzberg
- KP Spuhler
- KS Brehme
- KV Kossikov
- L Eastwood
- L Ehrman
- L Ehrman
- L Ehrman
- L Gedda
- L Gedda
- L Hayflick
- L Levenbook
- L Partridge
- L Partridge
- L Partridge
- L Partridge
- L Partridge
- L Sandier
- L Siddaveere Gowda
- L Tompkins
- L Tompkins
- L Valen van
- L Valen van
- LA Gavrilov
- LA Klobutcher
- LC Cantor
- LC Strong
- LC Waters
- LD Fairbanks
- LD Fairbanks
- LD Fairbanks
- LE Malick
- LE Malick
- LGK Carr
- LJ Turoczi
- LK Obukhova
- LK Ziolo
- LM Botella
- LN Moxon
- LN Zimina
- LO Howard
- LP Gartner
- LP Gartner
- LP Gartner
- LP Gartner
- LP Gartner
- LP Gartner
- LP Gartner
- LP Gartner
- LP Gartner
- LP Gartner
- LP Gartner
- LP Gartner
- LP Gartner
- LP Wilson
- LS Clemente
- LS Korochkina
- LS Luckinbill
- LS Luckinbill
- LS Luckinbill
- LS Luckinbill
- LV Arques
- M Andjelkovic
- M Begon
- M Bieganska-Pietrzakowa
- M Bos
- M Bos
- M Bos
- M Bos
- M Bourgois
- M Bownes
- M Bownes
- M Budnik
- M Clare
- M Collins
- M Fitz-Earle
- M Gadgil
- M Joiner
- M Kawanishi
- M Le
- M Leber-Bussching
- M Libion-Mannaert
- M Libion-Mannaert
- M Libion-Mannaert
- M Matsuda
- M Matsuda
- M Matsuda
- M Mochi
- M Napp
- M Ogaki
- M Ohnishi
- M Rockstein
- M Rockstein
- M Rockstein
- M Rockstein
- M Rockstein
- M Rockstein
- M Rockstein
- M Rose
- M Rose
- M Rose
- M Vetukhiv
- M Whittinghill
- M Zahavi
- M Zalokar
- MA Dow
- MA Matzke
- MA Saad Corradi
- MA Saad Corradi
- MAS Corradi
- MAS Corradi
- MB Baird
- MB Baird
- MB Benado
- MB Johnson
- MC Deltombe-Lietaert
- MC Giess
- MC Giess
- MC Giess
- MC Giess
- MC Giess
- MC Giess
- MC Giess
- MC Giess
- MC Giess
- MC Giess
- MC Jefferson
- MC Mariol
- MC Shepanski
- MD Cellucci
- MD Cellucci
- MD Cellucci
- MD Cellucci
- ME Jacobs
- ME Polo De
- ME Reff
- ME Turner
- MG Kidwell
- MH Soliman
- MH Soliman
- MH Soliman
- MH Soliman
- MJ Heuts
- MJ Hollingsworth
- MJ Hollingsworth
- MJ Hollingsworth
- MJ Hollingsworth
- MJ Hollingsworth
- MJ Hollingsworth
- MJ Hollingsworth
- MJ Hollingsworth
- MJ Hollingsworth
- MJ Hollingsworth
- MJ Hollingsworth
- MJ Kern
- MJ Lamb
- MJ Lamb
- MJ Lamb
- MJ Lamb
- MJ Lamb
- MJ Lamb
- MJ Lamb
- MJ Lamb
- MJ Lamb
- MJ Lamb
- MJ Lamb
- MJ Simmons
- MK Skarban
- MM Aslanyan
- MM Herman
- MM Herman
- MM Tikhomirova
- MR Rose
- MR Rose
- MR Rose
- MR Rose
- MR Rose
- MR Rose
- MR Rose
- MR Rose
- MS Gowen
- MS Kang
- MT Kimura
- MT Kimura
- N Cadieu
- N Gilbert
- N Hougouto
- N Minami
- N Minami
- N Tucic
- NB Krishnamurthy
- NG Kamyshev
- NI Shapiro
- NL Stepanova
- NS Nakaidze
- NS Nakaidze
- NS Nakaidze
- NS Nakaidze
- NS Petersen
- NT Christie
- O Kitagawa
- O Lilleland
- O Politzer
- O Strömnaes
- OA Vassileva-Dryanovska
- OB Tsarev
- OC Glaser
- P Alexander
- P Batterham
- P Batterham
- P Batterham
- P Capy
- P Girard
- P Gordon
- P Kelsall
- P Knoppien
- P L’Héritier
- P L’Héritier
- P L’Héritier
- P L’Héritier
- P Maier
- P Narain
- P Oftedal
- P Schweizer
- PA Baumann
- PA Baumann
- PA Murphy
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Parsons
- PA Roberts
- PA Roberts
- PA Roberts
- PD Melone
- PDS Caligari
- PE Hildreth
- PJ Bailey
- PJ Claringbold
- PJ Mayer
- PJ Mayer
- PJ Mayer
- PJ Rup
- PJ Rup
- PM Service
- PN Bhat
- PR Green
- PR Lundgren
- PS Chen
- PS Chen
- PS Lawrence
- PT Ives
- PT Ives
- PT Ives
- PW Pappas
- R Allemand
- R Arking
- R Arking
- R Bijlsma
- R Bijlsma
- R Christian
- R Christian
- R Cook
- R Gerschman
- R Goddy-Herrera
- R Haque
- R Hardeland
- R Hochschild
- R Hochschild
- R Holliday
- R Holliday
- R Johnston
- R Koch
- R Lamy
- R Levins
- R Marco
- R Marco
- R Milkman
- R Milkman
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Pearl
- R Wadhwa
- R Wagner
- R Weiner
- RA Lockshin
- RA Lockshin
- RA Morton
- RA Morton
- RA Spieler
- RC Baxter
- RC Baxter
- RC Baxter
- RC Baxter
- RC Gethmann
- RC Gethmann
- RC King
- RC King
- RC King
- RC King
- RC Richmond
- RD Ashleigh
- RE Enns
- RE Owen
- RE Scossiroli
- RE Zschunke
- RE Zschunke
- RF Rockwell
- RF Rockwell
- RF Shaw
- RF Shaw
- RF Smith
- RG Allen
- RGB Brown
- RH Libassi
- RHL Bassi
- RJ Greenspan
- RJ Holmes
- RJ Konopka
- RJ Konopka
- RJ Nicolosi
- RK Owenby
- RL Roehrdanz
- RL Seecof
- RM Cook
- RM Murphey
- RN Daly
- RN Daly
- RP Nickerson
- RR Huestis
- RR Rinehart
- RS Herforth
- RS Miller
- RS Sohal
- RS Sohal
- RS Sohal
- RS Sohal
- RS Sohal
- RS Sohal
- RS Sohal
- RS Sohal
- RW Davies
- RW Glaser
- RW Glaser
- RW Kerr
- RW Marks
- RW Siegel
- RW Siegel
- RWFB Pearl
- S Bilewicz
- S Gamo
- S Gamo
- S Gamo
- S Gamo
- S Gamo
- S Kopec
- S Kopec
- S Kopec
- S Lake
- S Lake
- S Minamori
- S Ohba
- S Ohba
- S Ohba
- S Ohba
- S Ohba
- S Ohba
- S Ohba
- S Ohba
- S Ohnishi
- S Tsuchiyama
- S Wright
- S Zawistowski
- S Zimmering
- S. J. O’Brien
- SA Shami
- SE Ostroy
- SF Cottrell
- SIS Rattan
- SL Ackerman
- SL Merkin
- SM Anderson
- SM Anderson
- SMA Webb
- SN Alahiotis
- SP McRobert
- SP Sharma
- SP Sharma
- SP Sharma
- SP Sharma
- SS Chawla
- SS Chawla
- SV Iyengar
- SV Iyengar
- SW Brown
- SW Brown
- SW Langjahr
- T Aigaki
- T Aigaki
- T Dobzhansky
- T Dobzhansky
- T Dobzhansky
- T Gregg
- T Markow
- T Ota
- T Schmidt
- T Schmidt
- T Uenoyama
- TA Bargiello
- TA Markow
- TBL Kirkwood
- TBL Kirkwood
- TC Brown
- TFC MacKay
- TG Wilson
- TJ Henneberry
- TJ Henneberry
- TL Nikiforova
- TL Pay
- TL Pay
- TM Koval
- TM Rizki
- TS Gardner
- TS Gardner
- TW Cline
- U Graf
- US Dept of Health Education and Welfare
- V Bochnig
- V Perttunen
- VA Geodakyan
- VB Chernyshev
- VB Wigglesworth
- VFB Crowell
- VG Mitrofanov
- VG Mitrofanov
- VUS Jayasuriya
- VV Sacharov
- W Delden van
- W Delden van
- W Delden van
- W Delden van
- W Delden van
- W Delden Van
- W Goetsch
- W Goetsch
- W Goetsch
- W Goetsch
- W Kunz
- W Kunz
- W Liebrich
- W. E. Spivey
- W. E. Trout
- WA Calder
- WA Zehring
- WAF Watson
- WD Atkinson
- WD Atkinson
- WE Trout
- WE Trout
- WE Trout
- WJ Crozier
- WJ Crozier
- WJ Dickinson
- WJ Moenkhaus
- WJ Tabachnick
- WJ Tadei
- WM Muir
- WO Fenn
- WO Fenn
- WR Engels
- WR Lee
- WS Klug
- WT Starmer
- WW Alpatov
- WW Alpatov
- WW Alpatov
- WW Anderson
- WW Anderson
- WW Doane
- WW Doane
- Y Carton
- Y Cohet
- Y Cohet
- Y Cohet
- Y Cohet
- Y Cohet
- Y Fiala
- Y Furruya
- Y Hiraizumi
- Y Hiraizumi
- Y Hiraizumi
- Y Hiraizumi
- Y Hiraizumi
- Y Hiraizumi
- Y Inouchi
- Y Melander
- Y Miyoshi
- Y Teranishi
- YAI Chernick
- YK Hihara
- YN Tobari
- ZI Ali
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 01/01/1988
- Field of study